Represenation_Learning
Represenation_Learning
2022-06-27
Iso-CapsNet: Isomorphic Capsule Network for Brain Graph Representation Learning
Jiawei Zhang
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
PDF
2022-06-27
ContraReg: Contrastive Learning of Multi-modality Unsupervised Deformable Image Registration
Neel Dey, Jo Schlemper, Seyed Sadegh Mohseni Salehi, Bo Zhou, Guido Gerig, Michal Sofka
arXiv_CV
arXiv_CV
Embedding
Unsupervised
Represenation_Learning
Regularization
Contrastive_Learning
Relation
PDF
2022-06-27
Interpretable Acoustic Representation Learning on Breathing and Speech Signals for COVID-19 Detection
Debottam Dutta, Debarpan Bhattacharya, Sriram Ganapathy, Amir H. Poorjam, Deepak Mittal, Maneesh Singh
arXiv_SD
arXiv_SD
Transfer_Learning
Represenation_Learning
Speech
Pose
Detection
Attention
CNN
PDF
2022-06-27
A Representation Learning Framework for Property Graphs
Yifan Hou, Hongzhi Chen, Changji Li, James Cheng, Ming-Chang Yang
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Pose
Classification
Prediction
Recommendation
PDF
2022-06-27
Measuring and Improving the Use of Graph Information in Graph Neural Networks
Yifan Hou, Jian Zhang, James Cheng, Kaili Ma, Richard T. B. Ma, Hongzhi Chen, Ming-Chang Yang
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
PDF
2022-06-27
Bi-VLDoc: Bidirectional Vision-Language Modeling for Visually-Rich Document Understanding
Chuwei Luo, Guozhi Tang, Qi Zheng, Cong Yao, Lianwen Jin, Chenliang Li, Yang Xue, Luo Si
arXiv_CV
arXiv_CV
Represenation_Learning
Pose
Action
Classification
Attention
Language_Model
QA
PDF
2022-06-27
Lesion-Aware Contrastive Representation Learning for Histopathology Whole Slide Images Analysis
Jun Li, Yushan Zheng, Kun Wu, Jun Shi, Fengying Xie, Zhiguo Jiang
arXiv_CV
arXiv_CV
Image_Caption
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
Classification
Attention
PDF
2022-06-26
Vision Transformer for Contrastive Clustering
Hua-Bao Ling, Bowen Zhu, Dong Huang, Ding-Hua Chen, Chang-Dong Wang, Jian-Huang Lai
arXiv_CV
arXiv_CV
Transformer
Represenation_Learning
Knowledge
Self-Supervised
Contrastive_Learning
CNN
PDF
2022-06-26
Exploiting Transformation Invariance and Equivariance for Self-supervised Sound Localisation
Jinxiang Liu, Chen Ju, Weidi Xie, Ya Zhang
arXiv_CV
arXiv_CV
Represenation_Learning
Self-Supervised
Pose
PDF
2022-06-25
Self-supervised Context-aware Style Representation for Expressive Speech Synthesis
Yihan Wu, Xi Wang, Shaofei Zhang, Lei He, Ruihua Song, Jian-Yun Nie
arXiv_AI
arXiv_AI
Transformer
Embedding
Represenation_Learning
Speech
Self-Supervised
Pose
Emotion
Contrastive_Learning
Prediction
PDF
2022-06-24
Feature Representation Learning for Robust Retinal Disease Detection from Optical Coherence Tomography Images
Sharif Amit Kamran, Khondker Fariha Hossain, Alireza Tavakkoli, Stewart Lee Zuckerbrod, Salah A. Baker
arXiv_CV
arXiv_CV
Reconstruction
Unsupervised
Represenation_Learning
Knowledge
Pose
Classification
Detection
PDF
2022-06-23
Do Trajectories Encode Verb Meaning?
Dylan Ebert, Chen Sun, Ellie Pavlick
arXiv_CL
arXiv_CL
Represenation_Learning
Self-Supervised
Action
Language_Model
PDF
2022-06-23
EventNeRF: Neural Radiance Fields from a Single Colour Event Camera
Viktor Rudnev, Mohamed Elgharib, Christian Theobalt, Vladislav Golyanik
arXiv_CV
arXiv_CV
3D
Sparse
Represenation_Learning
PDF
2022-06-23
Utilizing Expert Features for Contrastive Learning of Time-Series Representations
Manuel Nonnenmacher, Lukas Oldenburg, Ingo Steinwart, David Reeb
arXiv_AI
arXiv_AI
Unsupervised
Represenation_Learning
Knowledge
Contrastive_Learning
Medical
PDF
2022-06-22
Weakly-supervised Action Localization via Hierarchical Mining
Jia-Chang Feng, Fa-Ting Hong, Jia-Run Du, Zhongang Qi, Ying Shan, Xiaohu Qie, Wei-Shi Zheng, Jianping Wu
arXiv_CV
arXiv_CV
Represenation_Learning
Action_Localization
Pose
Action
Classification
Activity
Prediction
PDF
2022-06-22
Coupling Visual Semantics of Artificial Neural Networks and Human Brain Function via Synchronized Activations
Lin Zhao, Haixing Dai, Zihao Wu, Zhenxiang Xiao, Lu Zhang, David Weizhong Liu, Xintao Hu, Xi Jiang, Sheng Li, Dajiang Zhu, Tianming Liu
arXiv_CV
arXiv_CV
Represenation_Learning
Pose
Classification
Relation
CNN
Image_Classification
PDF
2022-06-21
TiCo: Transformation Invariance and Covariance Contrast for Self-Supervised Visual Representation Learning
Jiachen Zhu, Rafael M. Moraes, Serkan Karakulak, Vlad Sobol, Alfredo Canziani, Yann LeCun
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Self-Supervised
PDF
2022-06-21
Bi-Calibration Networks for Weakly-Supervised Video Representation Learning
Fuchen Long, Ting Yao, Zhaofan Qiu, Xinmei Tian, Jiebo Luo, Tao Mei
arXiv_CV
arXiv_CV
Represenation_Learning
Action
PDF
2022-06-21
Probing Visual-Audio Representation for Video Highlight Detection via Hard-Pairs Guided Contrastive Learning
Shuaicheng Li, Feng Zhang, Kunlin Yang, Lingbo Liu, Shinan Liu, Jun Hou, Shuai Yi
arXiv_CV
arXiv_CV
Embedding
Represenation_Learning
Pose
Contrastive_Learning
Detection
Relation
PDF
2022-06-21
Comprehensive Analysis of Negative Sampling in Knowledge Graph Representation Learning
Hidetaka Kamigaito, Katsuhiko Hayashi
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Knowledge
Knowledge_Graph
Pose
PDF
2022-06-21
Few-Max: Few-Shot Domain Adaptation for Unsupervised Contrastive Representation Learning
Ali Lotfi Rezaabad, Sidharth Kumar, Sriram Vishwanath, Jonathan I. Tamir
arXiv_AI
arXiv_AI
Unsupervised
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
Few-Shot
PDF
2022-06-20
Understanding Robust Learning through the Lens of Representation Similarities
Christian Cianfarani, Arjun Nitin Bhagoji, Vikash Sehwag, Ben Zhao, Prateek Mittal
arXiv_CV
arXiv_CV
Represenation_Learning
Salient
Adversarial
PDF
2022-06-20
SMT-DTA: Improving Drug-Target Affinity Prediction with Semi-supervised Multi-task Training
Qizhi Pei, Lijun Wu, Jinhua Zhu, Yingce Xia, Shufang Xia, Tao Qin, Haiguang Liu, Tie-Yan Liu
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Action
Deep_Learning
Attention
Language_Model
Prediction
PDF
2022-06-20
Variational Distillation for Multi-View Learning
Xudong Tian, Zhizhong Zhang, Cong Wang, Wensheng Zhang, Yanyun Qu, Lizhuang Ma, Zongze Wu, Yuan Xie, Dacheng Tao
arXiv_CV
arXiv_CV
Represenation_Learning
Pose
Quantitative
Relation
Prediction
PDF
2022-06-18
Neural Shape-from-Shading for Survey-Scale Self-Consistent Bathymetry from Sidescan
Nils Bore, John Folkesson
arXiv_RO
arXiv_RO
Represenation_Learning
Pose
Survey
PDF
2022-06-18
Design of Supervision-Scalable Learning Systems: Methodology and Performance Benchmarking
Yijing Yang, Hongyu Fu, C.-C. Jay Kuo
arXiv_CV
arXiv_CV
Represenation_Learning
Pose
Classification
Image_Classification
PDF
2022-06-17
Cross-task Attention Mechanism for Dense Multi-task Learning
Ivan Lopes, Tuan-Hung Vu, Raoul de Charette
arXiv_CV
arXiv_CV
Segmentation
Unsupervised
Semantic_Segmentation
Represenation_Learning
Pose
Face
Relation
Attention
PDF
2022-06-17
Learning Fair Representation via Distributional Contrastive Disentanglement
Changdae Oh, Heeji Won, Junhyuk So, Taero Kim, Yewon Kim, Hosik Choi, Kyungwoo Song
arXiv_AI
arXiv_AI
Reconstruction
Represenation_Learning
Adversarial
Pose
Contrastive_Learning
PDF
2022-06-17
Bridge-Tower: Building Bridges Between Encoders in Vision-Language Representation Learning
Xiao Xu, Chenfei Wu, Shachar Rosenman, Vasudev Lal, Nan Duan
arXiv_CV
arXiv_CV
Represenation_Learning
Pose
Action
VQA
QA
PDF
2022-06-17
Large-Margin Representation Learning for Texture Classification
Jonathan de Matos, Luiz Eduardo Soares de Oliveira, Alceu de Souza Britto Junior, Alessandro Lameiras Koerich
arXiv_CV
arXiv_CV
Represenation_Learning
Pose
Classification
CNN
PDF
2022-06-16
OpenSRH: optimizing brain tumor surgery using intraoperative stimulated Raman histology
Cheng Jiang, Asadur Chowdury, Xinhai Hou, Akhil Kondepudi, Christian W. Freudiger, Kyle Conway, Sandra Camelo-Piragua, Daniel A. Orringer, Honglak Lee, Todd C. Hollon
arXiv_CV
arXiv_CV
Segmentation
Represenation_Learning
Pose
Classification
Deep_Learning
Inference
PDF
2022-06-16
MixGen: A New Multi-Modal Data Augmentation
Xiaoshuai Hao, Yi Zhu, Srikar Appalaraju, Aston Zhang, Wanqian Zhang, Bo Li, Mu Li
arXiv_AI
arXiv_AI
Zero-Shot
Represenation_Learning
Deep_Learning
Relation
VQA
QA
PDF
2022-06-16
Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation Learning
Matthew Gwilliam, Abhinav Shrivastava
arXiv_CV
arXiv_CV
Image_Caption
Embedding
Unsupervised
Represenation_Learning
Pose
Contrastive_Learning
Classification
Prediction
PDF
2022-06-16
iBoot: Image-bootstrapped Self-Supervised Video Representation Learning
Fatemeh Saleh, Fuwen Tan, Adrian Bulat, Georgios Tzimiropoulos, Brais Martinez
arXiv_CV
arXiv_CV
Represenation_Learning
Self-Supervised
Pose
PDF
2022-06-16
Switchable Representation Learning Framework with Self-compatibility
Shengsen Wu, Yan Bai, Yihang Lou, Xiongkun Linghu, Jianzhong He, Tao Bai, Ling-Yu Duan
arXiv_AI
arXiv_AI
Optimization
Represenation_Learning
Pose
Face
PDF
2022-06-16
Time Interval-enhanced Graph Neural Network for Shared-account Cross-domain Sequential Recommendation
Lei Guo, Jinyu Zhang, Li Tang, Tong Chen, Lei Zhu, Hongzhi Yin
arXiv_AI
arXiv_AI
Represenation_Learning
RNN
Knowledge
Pose
Relation
Attention
Recommendation
PDF
2022-06-16
Patch-level Representation Learning for Self-supervised Vision Transformers
Sukmin Yun, Hankook Lee, Jaehyung Kim, Jinwoo Shin
arXiv_AI
arXiv_AI
Transformer
Segmentation
Semantic_Segmentation
Represenation_Learning
Self-Supervised
Detection
Relation
Object_Detection
Attention
CNN
Prediction
PDF
2022-06-16
Dual Contrastive Attributed Graph Clustering Network
Tong Wang, Guanyu Yang, Junhua Wu, Qijia He, Zhenquan Zhang
arXiv_CV
arXiv_CV
Reconstruction
Represenation_Learning
Pose
Contrastive_Learning
PDF
2022-06-15
Neural Network Normal Estimation and Bathymetry Reconstruction from Sidescan Sonar
Yiping Xie, Nils Bore, John Folkesson
arXiv_AI
arXiv_AI
Reconstruction
Bert
Optimization
Sparse
Represenation_Learning
Pose
Face
Survey
Deep_Learning
CNN
PDF
2022-06-15
Masked Frequency Modeling for Self-Supervised Visual Pre-Training
Jiahao Xie, Wei Li, Xiaohang Zhan, Ziwei Liu, Yew Soon Ong, Chen Change Loy
arXiv_CV
arXiv_CV
Embedding
Restoration
Represenation_Learning
Self-Supervised
Relation
PDF
2022-06-15
Masked Siamese ConvNets
Li Jing, Jiachen Zhu, Yann LeCun
arXiv_AI
arXiv_AI
Transformer
Embedding
Represenation_Learning
Knowledge
Self-Supervised
Pose
Classification
Detection
Object_Detection
Image_Classification
PDF
2022-06-15
A Simple Data Mixing Prior for Improving Self-Supervised Learning
Sucheng Ren, Huiyu Wang, Zhengqi Gao, Shengfeng He, Alan Yuille, Yuyin Zhou, Cihang Xie
arXiv_CV
arXiv_CV
Transformer
Recognition
Represenation_Learning
Self-Supervised
Pose
PDF
2022-06-15
Hyperparameter Sensitivity in Deep Outlier Detection: Analysis and a Scalable Hyper-Ensemble Solution
Xueying Ding, Lingxiao Zhao, Leman Akoglu
arXiv_AI
arXiv_AI
Unsupervised
Optimization
Represenation_Learning
Quantitative
Deep_Learning
Detection
Object_Detection
PDF
2022-06-15
A Comprehensive Survey on Deep Clustering: Taxonomy, Challenges, and Future Directions
Sheng Zhou, Hongjia Xu, Zhuonan Zheng, Jiawei Chen, Zhao li, Jiajun Bu, Jia Wu, Xin Wang, Wenwu Zhu, Martin Ester
arXiv_AI
arXiv_AI
Unsupervised
Represenation_Learning
Pose
Survey
Action
Deep_Learning
Attention
PDF
2022-06-15
Contrastive Learning as Goal-Conditioned Reinforcement Learning
Benjamin Eysenbach, Tianjun Zhang, Ruslan Salakhutdinov, Sergey Levine
arXiv_AI
arXiv_AI
Reinforcement_Learning
Represenation_Learning
Pose
Contrastive_Learning
Action
PDF
2022-06-14
Object Scene Representation Transformer
Mehdi S. M. Sajjadi, Daniel Duckworth, Aravindh Mahendran, Sjoerd van Steenkiste, Filip Pavetić, Mario Lučić, Leonidas J. Guibas, Klaus Greff, Thomas Kipf
arXiv_CV
arXiv_CV
Transformer
Unsupervised
3D
Represenation_Learning
PDF
2022-06-13
Self-Supervised Representation Learning With MUlti-Segmental Informational Coding
Chuang Niu, Ge Wang
arXiv_CV
arXiv_CV
Embedding
Represenation_Learning
Regularization
Self-Supervised
Pose
Contrastive_Learning
Classification
PDF
2022-06-13
MetaTPTrans: A Meta Learning Approach for Multilingual Code Representation Learning
Weiguo Pian, Hanyu Peng, Xunzhu Tang, Tiezhu Sun, Haoye Tian, Andrew Habib, Jacques Klein, Tegawendé F. Bissyandé
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Summarization
Language_Model
Prediction
PDF
2022-06-13
GraphMLP: A Graph MLP-Like Architecture for 3D Human Pose Estimation
Wenhao Li, Hong Liu, Tianyu Guo, Hao Tang, Runwei Ding
arXiv_CV
arXiv_CV
3D
Represenation_Learning
Pose_Estimation
Knowledge
Pose
Action
Attention
CNN
PDF
2022-06-13
Compositional Mixture Representations for Vision and Text
Stephan Alaniz, Marco Federici, Zeynep Akata
arXiv_CV
arXiv_CV
Transformer
Weakly_Supervised
Represenation_Learning
Detection
Object_Detection
PDF
2022-06-13
iCITRIS: Causal Representation Learning for Instantaneous Temporal Effects
Phillip Lippe, Sara Magliacane, Sindy Löwe, Yuki M. Asano, Taco Cohen, Efstratios Gavves
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Relation
PDF
2022-06-13
AR-NeRF: Unsupervised Learning of Depth and Defocus Effects from Natural Images with Aperture Rendering Neural Radiance Fields
Takuhiro Kaneko
arXiv_AI
arXiv_AI
Unsupervised
3D
Represenation_Learning
Adversarial
Pose
Face
Relation
Attention
GAN
PDF
2022-06-13
TriMix: Virtual embeddings and self-consistency for self-supervised learning
Tariq Bdair, Hossam Abdelhamid, Nassir Navab, Shadi Albarqouni
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Self-Supervised
Pose
Attention
Medical
PDF
2022-06-13
Towards Universal Sequence Representation Learning for Recommender Systems
Yupeng Hou, Shanlei Mu, Wayne Xin Zhao, Yaliang Li, Bolin Ding, Ji-Rong Wen
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Recommendation
PDF
2022-06-11
Transformer-based Self-Supervised Fish Segmentation in Underwater Videos
Alzayat Saleh, Marcus Sheaves, Dean Jerry, Mostafa Rahimi Azghadi
arXiv_CV
arXiv_CV
Transformer
Segmentation
Represenation_Learning
Self-Supervised
Pose
Quantitative
PDF
2022-06-10
Balanced Product of Experts for Long-Tailed Recognition
Emanuel Sanchez Aimar, Arvi Jonnarth, Michael Felsberg, Marco Kuhlmann
arXiv_CV
arXiv_CV
Recognition
Represenation_Learning
Regularization
Pose
PDF
2022-06-10
Learning the Space of Deep Models
Gianluca Berardi, Luca De Luigi, Samuele Salti, Luigi Di Stefano
arXiv_CV
arXiv_CV
Embedding
3D
Optimization
Represenation_Learning
Classification
Deep_Learning
Image_Classification
PDF
2022-06-10
Feature Learning and Ensemble Pre-Tasks Based Self-Supervised Speech Denoising and Dereverberation
Yi Li, ShuangLin Li, Yang Sun, Syed Mohsen Naqvi
arXiv_SD
arXiv_SD
Enhancement
Represenation_Learning
Speech
Self-Supervised
Pose
Face
Denoising
PDF
2022-06-09
An Empirical Study on Disentanglement of Negative-free Contrastive Learning
Jinkun Cao, Ruiqian Nai, Qing Yang, Jialei Huang, Yang Gao
arXiv_AI
arXiv_AI
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
Attention
PDF
2022-06-09
COSTA: Covariance-Preserving Feature Augmentation for Graph Contrastive Learning
Yifei Zhang, Hao Zhu, Zixing Song, Piotr Koniusz, Iriwn King
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Sketch
Pose
Contrastive_Learning
PDF
2022-06-09
AttX: Attentive Cross-Connections for Fusion of Wearable Signals in Emotion Recognition
Anubhav Bhatti, Behnam Behinaein, Paul Hungler, Ali Etemad
arXiv_CV
arXiv_CV
Recognition
Represenation_Learning
Pose
Emotion
CNN
PDF
2022-06-09
Efficient and Robust 2D-to-BEV Representation Learning via Geometry-guided Kernel Transformer
Shaoyu Chen, Tianheng Cheng, Xinggang Wang, Wenming Meng, Qian Zhang, Wenyu Liu
arXiv_CV
arXiv_CV
Transformer
Segmentation
Represenation_Learning
Pose
Autonomous
Inference
PDF
2022-06-09
Local Spatiotemporal Representation Learning for Longitudinally-consistent Neuroimage Analysis
Mengwei Ren, Neel Dey, Martin A. Styner, Kelly Botteron, Guido Gerig
arXiv_CV
arXiv_CV
Segmentation
Represenation_Learning
Regularization
Self-Supervised
Pose
Relation
Medical
PDF
2022-06-08
Learning Ego 3D Representation as Ray Tracing
Jiachen Lu, Zheyuan Zhou, Xiatian Zhu, Hang Xu, Li Zhang
arXiv_CV
arXiv_CV
Segmentation
3D
Sparse
Represenation_Learning
Detection
Object_Detection
Attention
PDF
2022-06-08
CO^3: Cooperative Unsupervised 3D Representation Learning for Autonomous Driving
Runjian Chen, Yao Mu, Runsen Xu, Wenqi Shao, Chenhan Jiang, Hang Xu, Zhenguo Li, Ping Luo
arXiv_CV
arXiv_CV
Unsupervised
Point_Cloud
3D
Represenation_Learning
Pose
Contrastive_Learning
Detection
Autonomous
Prediction
PDF
2022-06-08
Motif Mining and Unsupervised Representation Learning for BirdCLEF 2022
Anthony Miyaguchi, Jiangyue Yu, Bryan Cheungvivatpant, Dakota Dudley, Aniketh Swain
arXiv_SD
arXiv_SD
Unsupervised
Represenation_Learning
Classification
PDF
2022-06-08
Metric Based Few-Shot Graph Classification
Donato Crisostomi, Simone Antonelli, Valentino Maiorca, Luca Moschella, Riccardo Marin, Emanuele Rodolà
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Pose
Face
Classification
Deep_Learning
Few-Shot
PDF
2022-06-07
ObPose: Leveraging Canonical Pose for Object-Centric Scene Inference in 3D
Yizhe Wu, Oiwi Parker Jones, Ingmar Posner
arXiv_AI
arXiv_AI
Segmentation
Unsupervised
3D
Represenation_Learning
Pose
Inference
PDF
2022-06-07
Spatial Cross-Attention Improves Self-Supervised Visual Representation Learning
Mehdi Seyfi, Amin Banitalebi-Dehkordi, Yong Zhang
arXiv_AI
arXiv_AI
Unsupervised
Represenation_Learning
Knowledge
Self-Supervised
Pose
Classification
Detection
Relation
Object_Detection
Attention
Inference
PDF
2022-06-07
Extending Momentum Contrast with Cross Similarity Consistency Regularization
Mehdi Seyfi, Amin Banitalebi-Dehkordi, Yong Zhang
arXiv_AI
arXiv_AI
Represenation_Learning
Regularization
Self-Supervised
Pose
Classification
PDF
2022-06-07
Searching for Optimal Subword Tokenization in Cross-domain NER
Ruotian Ma, Yiding Tan, Xin Zhou, Xuanting Chen, Di Liang, Sirui Wang, Wei Wu, Tao Gui, Qi Zhang
arXiv_AI
arXiv_AI
Unsupervised
Bert
Represenation_Learning
Pose
Classification
PDF
2022-06-07
TriBYOL: Triplet BYOL for Self-Supervised Representation Learning
Guang Li, Ren Togo, Takahiro Ogawa, Miki Haseyama
arXiv_AI
arXiv_AI
Represenation_Learning
Self-Supervised
Pose
Attention
PDF
2022-06-07
Enhancing Dual-Encoders with Question and Answer Cross-Embeddings for Answer Retrieval
Yanmeng Wang, Jun Bai, Ye Wang, Jianfei Zhang, Wenge Rong, Zongcheng Ji, Shaojun Wang, Jing Xiao
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Pose
Action
Text_Generation
Inference
QA
Matching
PDF
2022-06-07
Masked Unsupervised Self-training for Zero-shot Image Classification
Junnan Li, Silvio Savarese, Steven C.H. Hoi
arXiv_AI
arXiv_AI
Unsupervised
Zero-Shot
Represenation_Learning
Regularization
Self-Supervised
Pose
Classification
Image_Classification
PDF
2022-06-06
CORE: Consistent Representation Learning for Face Forgery Detection
Yunsheng Ni, Depu Meng, Changqian Yu, Chengbin Quan, Dongchun Ren, Youjian Zhao
arXiv_CV
arXiv_CV
Represenation_Learning
Regularization
Pose
Face
Detection
CNN
PDF
2022-06-06
Learning with Capsules: A Survey
Fabio De Sousa Ribeiro, Kevin Duarte, Miles Everett, Georgios Leontidis, Mubarak Shah
arXiv_CV
arXiv_CV
Transformer
Represenation_Learning
Pose
Survey
Deep_Learning
Relation
Attention
Medical
CNN
Inference
PDF
2022-06-06
UTTS: Unsupervised TTS with Conditional Disentangled Sequential Variational Auto-encoder
Jiachen Lian, Chunlei Zhang, Gopala Krishna Anumanchipalli, Dong Yu
arXiv_AI
arXiv_AI
Embedding
Unsupervised
Represenation_Learning
Speech
Self-Supervised
Pose
Inference
PDF
2022-06-06
Embrace the Gap: VAEs Perform Independent Mechanism Analysis
Patrik Reizinger, Luigi Gresele, Jack Brady, Julius von Kügelgen, Dominik Zietlow, Bernhard Schölkopf, Georg Martius, Wieland Brendel, Michel Besserve
arXiv_AI
arXiv_AI
Represenation_Learning
Inference
PDF
2022-06-06
Beyond Just Vision: A Review on Self-Supervised Representation Learning on Multimodal and Temporal Data
Shohreh Deldari, Hao Xue, Aaqib Saeed, Jiayuan He, Daniel V. Smith, Flora D. Salim
arXiv_CV
arXiv_CV
Represenation_Learning
Review
Speech
Self-Supervised
Attention
PDF
2022-06-06
Anomaly Detection with Test Time Augmentation and Consistency Evaluation
Haowei He, Jiaye Teng, Yang Yuan
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Detection
Prediction
PDF
2022-06-05
A knowledge graph representation learning approach to predict novel kinase-substrate interactions
Sachin Gavali, Karen Ross, Chuming Chen, Julie Cowart, Cathy H. Wu
arXiv_AI
arXiv_AI
Represenation_Learning
Knowledge
Knowledge_Graph
Ontology
Action
Classification
PDF
2022-06-05
Semi-Supervised Learning for Mars Imagery Classification and Segmentation
Wenjing Wang, Lilang Lin, Zejia Fan, Jiaying Liu
arXiv_CV
arXiv_CV
Segmentation
Unsupervised
Represenation_Learning
Pose
Contrastive_Learning
Classification
PDF
2022-06-03
Do-Operation Guided Causal Representation Learning with Reduced Supervision Strength
Jiageng Zhu, Hanchen Xie, Wael AbdAlmageed
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Relation
PDF
2022-06-03
Rethinking and Scaling Up Graph Contrastive Learning: An Extremely Efficient Approach with Group Discrimination
Yizhen Zheng, Shirui Pan, Vincent Cs Lee, Yu Zheng, Philip S. Yu
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
PDF
2022-06-03
GINK: Graph-based Interaction-aware Kinodynamic Planning via Reinforcement Learning for Autonomous Driving
Se-Wook Yoo, Seung-Woo Seo
arXiv_AI
arXiv_AI
Reinforcement_Learning
Represenation_Learning
Action
Autonomous
Inference
PDF
2022-06-02
Entangled Residual Mappings
Mathias Lechner, Ramin Hasani, Zahra Babaiee, Radu Grosu, Daniela Rus, Thomas A. Henzinger, Sepp Hochreiter
arXiv_AI
arXiv_AI
Transformer
Sparse
Represenation_Learning
RNN
Relation
Attention
CNN
PDF
2022-06-02
Siamese Image Modeling for Self-Supervised Vision Representation Learning
Chenxin Tao, Xizhou Zhu, Gao Huang, Yu Qiao, Xiaogang Wang, Jifeng Dai
arXiv_CV
arXiv_CV
Represenation_Learning
Self-Supervised
Pose
Detection
Prediction
PDF
2022-06-02
Hard Negative Sampling Strategies for Contrastive Representation Learning
Afrina Tabassum, Muntasir Wahed, Hoda Eldardiry, Ismini Lourentzou
arXiv_AI
arXiv_AI
Represenation_Learning
Contrastive_Learning
PDF
2022-06-02
Self-supervised Learning of Audio Representations from Audio-Visual Data using Spatial Alignment
Shanshan Wang, Archontis Politis, Annamaria Mesaros, Tuomas Virtanen
arXiv_SD
arXiv_SD
Recognition
Scene_Classification
Represenation_Learning
Self-Supervised
Pose
Action_Recognition
Action
Classification
Detection
Object_Detection
PDF
2022-06-02
KPGT: Knowledge-Guided Pre-training of Graph Transformer for Molecular Property Prediction
Han Li, Dan Zhao, Jianyang Zeng
arXiv_AI
arXiv_AI
Transformer
Represenation_Learning
Knowledge
Self-Supervised
Pose
Deep_Learning
Attention
Prediction
PDF
2022-06-01
A Generalized Supervised Contrastive Learning Framework
Jaewon Kim, Jooyoung Chang, Sang Min Park
arXiv_CV
arXiv_CV
Represenation_Learning
Regularization
Knowledge
Self-Supervised
Contrastive_Learning
PDF
2022-06-01
Strongly Augmented Contrastive Clustering
Xiaozhi Deng, Dong Huang, Ding-Hua Chen, Chang-Dong Wang, Jian-Huang Lai
arXiv_CV
arXiv_CV
Unsupervised
Represenation_Learning
Pose
Contrastive_Learning
Attention
PDF
2022-06-01
Augmenting Message Passing by Retrieving Similar Graphs
Dingmin Wang, Shengchao Liu, Hanchen Wang, Linfeng Song, Jian Tang, Song Le, Bernardo Cuenca Grau, Qi Liu
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Action
Classification
Attention
PDF
2022-05-31
Unsupervised Image Representation Learning with Deep Latent Particles
Tal Daniel, Aviv Tamar
arXiv_AI
arXiv_AI
Image_Caption
Unsupervised
Represenation_Learning
Video_Prediction
Pose
Detection
Prediction
PDF
2022-05-31
Contrasting quadratic assignments for set-based representation learning
Artem Moskalev, Ivan Sosnovik, Volker Fischer, Arnold Smeulders
arXiv_CV
arXiv_CV
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
Classification
PDF
2022-05-31
Omni-Granular Ego-Semantic Propagation for Self-Supervised Graph Representation Learning
Ling Yang, Shenda Hong
arXiv_AI
arXiv_AI
Unsupervised
Represenation_Learning
Self-Supervised
Pose
Classification
Attention
PDF
2022-05-31
EMS: Efficient and Effective Massively Multilingual Sentence Representation Learning
Zhuoyuan Mao, Chenhui Chu, Sadao Kurohashi
arXiv_CL
arXiv_CL
Reconstruction
Bert
Sentiment_Classification
Zero-Shot
Represenation_Learning
Pose
Contrastive_Learning
Classification
Sentiment
PDF
2022-05-31
Provable General Function Class Representation Learning in Multitask Bandits and MDPs
Rui Lu, Andrew Zhao, Simon S. Du, Gao Huang
arXiv_AI
arXiv_AI
Reinforcement_Learning
Represenation_Learning
Pose
PDF
2022-05-31
Augmentation-Aware Self-Supervision for Data-Efficient GAN Training
Liang Hou, Qi Cao, Huawei Shen, Siyuan Pan, Xiaoshuang Li, Xueqi Cheng
arXiv_AI
arXiv_AI
Represenation_Learning
Adversarial
Self-Supervised
Pose
GAN
Prediction
PDF
2022-05-30
Analysis of Augmentations for Contrastive ECG Representation Learning
Sahar Soltanieh, Ali Etemad, Javad Hashemi
arXiv_AI
arXiv_AI
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
Detection
PDF
2022-05-30
Self-Supervised Visual Representation Learning with Semantic Grouping
Xin Wen, Bingchen Zhao, Anlin Zheng, Xiangyu Zhang, Xiaojuan Qi
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
Detection
Object_Detection
PDF
2022-05-30
CGMN: A Contrastive Graph Matching Network for Self-Supervised Graph Similarity Learning
Di Jin, Luzhi Wang, Yizhen Zheng, Xiang Li, Fei Jiang, Wei Lin, Shirui Pan
arXiv_AI
arXiv_AI
Tracking
Unsupervised
Represenation_Learning
Self-Supervised
Pose
Action
Classification
Matching
PDF
2022-05-30
Embedding Graphs on Grassmann Manifold
Bingxin Zhou, Xuebin Zheng, Yu Guang Wang, Ming Li, Junbin Gao
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Pose
Classification
Relation
Prediction
PDF
2022-05-30
From Representation to Reasoning: Towards both Evidence and Commonsense Reasoning for Video Question-Answering
Jiangtong Li, Li Niu, Liqing Zhang
arXiv_CV
arXiv_CV
Video_Caption
Represenation_Learning
Caption
Prediction
QA
PDF
2022-05-29
Provable Benefits of Representational Transfer in Reinforcement Learning
Alekh Agarwal, Yuda Song, Wen Sun, Kaiwen Wang, Mengdi Wang, Xuezhou Zhang
arXiv_AI
arXiv_AI
Reinforcement_Learning
Represenation_Learning
Pose
PDF
2022-05-29
Representation Gap in Deep Reinforcement Learning
Qiang He, Huangyuan Su, Jieyu Zhang, Xinwen Hou
arXiv_AI
arXiv_AI
Reinforcement_Learning
Represenation_Learning
Pose
Action
Activity
PDF
2022-05-28
Group-wise Reinforcement Feature Generation for Optimal and Explainable Representation Space Reconstruction
Dongjie Wang, Yanjie Fu, Kunpeng Liu, Xiaolin Li, Yan Solihin
arXiv_AI
arXiv_AI
Reconstruction
Reinforcement_Learning
Represenation_Learning
Pose
PDF
2022-05-28
CyCLIP: Cyclic Contrastive Language-Image Pretraining
Shashank Goel, Hritik Bansal, Sumit Bhatia, Ryan A. Rossi, Vishwa Vinay, Aditya Grover
arXiv_CV
arXiv_CV
Zero-Shot
Represenation_Learning
Pose
Classification
Inference
Prediction
PDF
2022-05-28
Data Generation for Satellite Image Classification Using Self-Supervised Representation Learning
Sarun Gulyanon, Wasit Limprasert, Pokpong Songmuang, Rachada Kongkachandra
arXiv_CV
arXiv_CV
Represenation_Learning
Knowledge
Self-Supervised
Pose
Classification
Image_Classification
PDF
2022-05-28
Point-M2AE: Multi-scale Masked Autoencoders for Hierarchical Point Cloud Pre-training
Renrui Zhang, Ziyu Guo, Peng Gao, Rongyao Fang, Bin Zhao, Dong Wang, Yu Qiao, Hongsheng Li
arXiv_AI
arXiv_AI
Transformer
Reconstruction
Segmentation
Point_Cloud
3D
Represenation_Learning
Self-Supervised
Pose
Classification
Detection
Few-Shot
Object_Detection
Attention
PDF
2022-05-27
Self-supervised models of audio effectively explain human cortical responses to speech
Aditya R. Vaidya, Shailee Jain, Alexander G. Huth
arXiv_CL
arXiv_CL
Bert
Represenation_Learning
Speech
Self-Supervised
Language_Model
Prediction
PDF
2022-05-27
Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions
Huaizu Jiang, Xiaojian Ma, Weili Nie, Zhiding Yu, Yuke Zhu, Anima Anandkumar
arXiv_AI
arXiv_AI
Recognition
Represenation_Learning
Action
Detection
Few-Shot
Prediction
PDF
2022-05-27
A Survey on Long-Tailed Visual Recognition
Lu Yang, He Jiang, Qing Song, Jun Guo
arXiv_CV
arXiv_CV
Recognition
Represenation_Learning
Pose
Survey
Quantitative
Deep_Learning
PDF
2022-05-27
Semantic-aware Dense Representation Learning for Remote Sensing Image Change Detection
Hao Chen, Wenyuan Li, Song Chen, Zhenwei Shi
arXiv_CV
arXiv_CV
Transfer_Learning
Represenation_Learning
Self-Supervised
Pose
Quantitative
Deep_Learning
Detection
PDF
2022-05-26
Embed to Control Partially Observed Systems: Representation Learning with Provable Sample Efficiency
Lingxiao Wang, Qi Cai, Zhuoran Yang, Zhaoran Wang
arXiv_AI
arXiv_AI
Embedding
Reinforcement_Learning
Optimization
Represenation_Learning
Knowledge
Adversarial
Pose
Face
GAN
PDF
2022-05-26
Cross-Architecture Self-supervised Video Representation Learning
Sheng Guo, Zihua Xiong, Yujie Zhong, Limin Wang, Xiaobo Guo, Bing Han, Weilin Huang
arXiv_CV
arXiv_CV
Transformer
Recognition
3D
Represenation_Learning
Self-Supervised
Contrastive_Learning
Action_Recognition
Action
Video_Retrieval
PDF
2022-05-26
Unsupervised Multi-object Segmentation Using Attention and Soft-argmax
Bruno Sauvalle, Arnaud de La Fortelle
arXiv_CV
arXiv_CV
Transformer
Reconstruction
Segmentation
Unsupervised
Represenation_Learning
Detection
Object_Detection
Attention
PDF
2022-05-26
HIRL: A General Framework for Hierarchical Image Representation Learning
Minghao Xu, Yuanfan Guo, Xuanyu Zhu, Jiawen Li, Zhenbang Sun, Jian Tang, Yi Xu, Bingbing Ni
arXiv_CV
arXiv_CV
Image_Caption
Represenation_Learning
Self-Supervised
Pose
PDF
2022-05-26
Matryoshka Representations for Adaptive Deployment
Aditya Kusupati, Gantavya Bhatt, Aniket Rege, Matthew Wallingford, Aditya Sinha, Vivek Ramanujan, William Howard-Snyder, Kaifeng Chen, Sham Kakade, Prateek Jain, Ali Farhadi
arXiv_CV
arXiv_CV
Embedding
Bert
Represenation_Learning
Pose
Classification
Few-Shot
Inference
PDF
2022-05-26
MixMIM: Mixed and Masked Image Modeling for Efficient Visual Representation Learning
Jihao Liu, Xin Huang, Yu Liu, Hongsheng Li
arXiv_CV
arXiv_CV
Transformer
Reconstruction
Represenation_Learning
Pose
PDF
2022-05-25
Improving Subgraph Representation Learning via Multi-View Augmentation
Yili Shen, Jiaxu Yan, Cheng-Wei Ju, Jun Yi, Zhou Lin, Hui Guan
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Classification
Prediction
PDF
2022-05-25
Towards Using Data-Centric Approach for Better Code Representation Learning
Anh Dau, Thang Nguyen-Duc, Hoang Thanh-Tung, Nghi Bui
arXiv_AI
arXiv_AI
Represenation_Learning
Classification
Prediction
PDF
2022-05-25
New Intent Discovery with Pre-training and Contrastive Learning
Yuwei Zhang, Haode Zhang, Li-Ming Zhan, Xiao-Ming Wu, Albert Y.S. Lam
arXiv_CL
arXiv_CL
Unsupervised
Recognition
Represenation_Learning
Pose
Contrastive_Learning
PDF
2022-05-25
NECA: Network-Embedded Deep Representation Learning for Categorical Data
Xiaonan Gao, Sen Wu, Wenjun Zhou
arXiv_AI
arXiv_AI
Embedding
Unsupervised
Represenation_Learning
Pose
Relation
PDF
2022-05-25
Contrastive Learning with Boosted Memorization
Zhihan Zhou, Jiangchao Yao, Yanfeng Wang, Bo Han, Ya Zhang
arXiv_CV
arXiv_CV
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
PDF
2022-05-25
Bitext Mining Using Distilled Sentence Representations for Low-Resource Languages
Kevin Heffernan, Onur Çelebi, Holger Schwenk
arXiv_CL
arXiv_CL
Represenation_Learning
Self-Supervised
NMT
PDF
2022-05-25
Mutual Information Divergence: A Unified Metric for Multimodal Generative Models
Jin-Hwa Kim, Yunji Kim, Jiyoung Lee, Kang Min Yoo, Sang-Woo Lee
arXiv_AI
arXiv_AI
Image_Caption
Represenation_Learning
Pose
Caption
PDF
2022-05-25
TranSpeech: Speech-to-Speech Translation With Bilateral Perturbation
Rongjie Huang, Zhou Zhao, Jinglin Liu, Huadai Liu, Yi Ren, Lichao Zhang, Jinzheng He
arXiv_CL
arXiv_CL
Enhancement
Represenation_Learning
Speech
Self-Supervised
Pose
Inference
PDF
2022-05-24
Recipe2Vec: Multi-modal Recipe Representation Learning with Graph Neural Networks
Yijun Tian, Chuxu Zhang, Zhichun Guo, Yihong Ma, Ronald Metoyer, Nitesh V. Chawla
arXiv_CL
arXiv_CL
Embedding
Represenation_Learning
Adversarial
Pose
Classification
Relation
Attention
Prediction
PDF
2022-05-24
Emergent Communication through Metropolis-Hastings Naming Game with Deep Generative Models
Tadahiro Taniguchi, Yuto Yoshida, Akira Taniguchi, Yoshinobu Hagiwara
arXiv_AI
arXiv_AI
Unsupervised
Represenation_Learning
Pose
Inference
PDF
2022-05-24
Multi-Augmentation for Efficient Visual Representation Learning for Self-supervised Pre-training
Van-Nhiem Tran, Chi-En Huang, Shen-Hsuan Liu, Kai-Lin Yang, Timothy Ko, Yung-Hui Li
arXiv_CV
arXiv_CV
Represenation_Learning
Self-Supervised
Pose
PDF
2022-05-24
SCVRL: Shuffled Contrastive Video Representation Learning
Michael Dorkenwald, Fanyi Xiao, Biagio Brattoli, Joseph Tighe, Davide Modolo
arXiv_CV
arXiv_CV
Transformer
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
PDF
2022-05-24
Learning multi-scale functional representations of proteins from single-cell microscopy data
Anastasia Razdaibiedina, Alexander Brechalov
arXiv_CV
arXiv_CV
Represenation_Learning
Pose
Classification
Deep_Learning
CNN
PDF
2022-05-23
Conditional Supervised Contrastive Learning for Fair Text Classification
Jianfeng Chi, William Shand, Yaodong Yu, Kai-Wei Chang, Han Zhao, Yuan Tian
arXiv_AI
arXiv_AI
Text_Classification
Represenation_Learning
Pose
Contrastive_Learning
Classification
Attention
PDF
2022-05-23
Contrastive Representation Learning for Cross-Document Coreference Resolution of Events and Entities
Benjamin Hsu, Graham Horwood
arXiv_CL
arXiv_CL
Transformer
Represenation_Learning
Contrastive_Learning
Classification
Inference
PDF
2022-05-23
Causal Machine Learning for Healthcare and Precision Medicine
Pedro Sanchez, Jeremy P. Voisey, Tian Xia, Hannah I. Watson, Alison Q. ONeil, Sotirios A. Tsaftaris
arXiv_AI
arXiv_AI
Represenation_Learning
Knowledge
Review
Action
Relation
Inference
PDF
2022-05-23
UnifieR: A Unified Retriever for Large-Scale Retrieval
Tao Shen, Xiubo Geng, Chongyang Tao, Can Xu, Kai Zhang, Daxin Jiang
arXiv_CL
arXiv_CL
Represenation_Learning
Pose
Language_Model
PDF
2022-05-23
Online Hybrid Lightweight Representations Learning: Its Application to Visual Tracking
Ilchae Jung, Minji Kim, Eunhyeok Park, Bohyung Han
arXiv_CV
arXiv_CV
Tracking
Represenation_Learning
Pose
Action
PDF
2022-05-23
PointDistiller: Structured Knowledge Distillation Towards Efficient and Compact 3D Detection
Linfeng Zhang, Runpei Dong, Hung-Shuo Tai, Kaisheng Ma
arXiv_CV
arXiv_CV
Point_Cloud
3D
Represenation_Learning
Knowledge
Pose
Detection
Object_Detection
PDF
2022-05-22
Geo-Localization via Ground-to-Satellite Cross-View Image Retrieval
Zelong Zeng, Zheng Wang, Fan Yang, Shin'ichi Satoh
arXiv_CV
arXiv_CV
Represenation_Learning
Image_Retrieval
Pose
Drone
PDF
2022-05-22
Relphormer: Relational Graph Transformer for Knowledge Graph Representation
Zhen Bi, Siyuan Cheng, Ningyu Zhang, Xiaozhuan Liang, Feiyu Xiong, Huajun Chen
arXiv_CL
arXiv_CL
Transformer
Represenation_Learning
Knowledge
Knowledge_Graph
Pose
Relation
Attention
Prediction
PDF
2022-05-21
Self-Supervised Speech Representation Learning: A Review
Abdelrahman Mohamed, Hung-yi Lee, Lasse Borgholt, Jakob D. Havtorn, Joakim Edin, Christian Igel, Katrin Kirchhoff, Shang-Wen Li, Karen Livescu, Lars Maaløe, Tara N. Sainath, Shinji Watanabe
arXiv_CL
arXiv_CL
Embedding
Recognition
Represenation_Learning
Review
Speech
Self-Supervised
Deep_Learning
Speech_Recognition
PDF
2022-05-21
Improvements to Self-Supervised Representation Learning for Masked Image Modeling
Jiawei Mao, Xuesong Yin, Yuanqi Chang, Honggu Zhou
arXiv_CV
arXiv_CV
Represenation_Learning
Self-Supervised
Pose
Prediction
PDF
2022-05-20
Towards Understanding Grokking: An Effective Theory of Representation Learning
Ziming Liu, Ouail Kitouni, Niklas Nolte, Eric J. Michaud, Max Tegmark, Mike Williams
arXiv_AI
arXiv_AI
Represenation_Learning
Deep_Learning
PDF
2022-05-20
Heterformer: A Transformer Architecture for Node Representation Learning on Heterogeneous Text-Rich Networks
Bowen Jin, Yu Zhang, Qi Zhu, Jiawei Han
arXiv_CL
arXiv_CL
Transformer
Enhancement
Represenation_Learning
Pose
Classification
Attention
Language_Model
Prediction
PDF
2022-05-20
Visual Concepts Tokenization
Tao Yang, Yuwang Wang, Yan Lu, Nanning Zheng
arXiv_CV
arXiv_CV
Transformer
Unsupervised
Represenation_Learning
Pose
Attention
PDF
2022-05-20
Towards Explanation for Unsupervised Graph-Level Representation Learning
Qinghua Zheng, Jihong Wang, Minnan Luo, Yaoliang Yu, Jundong Li, Lina Yao, Xiaojun Chang
arXiv_AI
arXiv_AI
Unsupervised
Represenation_Learning
Pose
Action
Classification
PDF
2022-05-19
Improving Multi-Task Generalization via Regularizing Spurious Correlation
Ziniu Hu, Zhe Zhao, Xinyang Yi, Tiansheng Yao, Lichan Hong, Yizhou Sun, Ed H. Chi
arXiv_AI
arXiv_AI
Represenation_Learning
Regularization
Knowledge
Pose
Relation
PDF
2022-05-19
Robust and Efficient Medical Imaging with Self-Supervision
Shekoofeh Azizi, Laura Culp, Jan Freyberg, Basil Mustafa, Sebastien Baur, Simon Kornblith, Ting Chen, Patricia MacWilliams, S. Sara Mahdavi, Ellery Wulczyn, Boris Babenko, Megan Wilson, Aaron Loh, Po-Hsuan Cameron Chen, Yuan Liu, Pinal Bavishi, Scott Mayer McKinney, Jim Winkens, Abhijit Guha Roy, Zach Beaver, Fiona Ryan, Justin Krogue, Mozziyar Etemadi, Umesh Telang, Yun Liu, Lily Peng, Greg S. Corrado, Dale R. Webster, David Fleet, Geoffrey Hinton, Neil Houlsby, Alan Karthikesalingam, Mohammad Norouzi, Vivek Natarajan
arXiv_AI
arXiv_AI
Transfer_Learning
Represenation_Learning
Self-Supervised
Medical
Matching
PDF
2022-05-19
Are Graph Representation Learning Methods Robust to Graph Sparsity and Asymmetric Node Information?
Pierre Sevestre, Marine Neyret
arXiv_AI
arXiv_AI
Represenation_Learning
Action
PDF
2022-05-19
Masked Image Modeling with Denoising Contrast
Kun Yi, Yixiao Ge, Xiaotong Li, Shusheng Yang, Dian Li, Jianping Wu, Ying Shan, Xiaohu Qie
arXiv_CV
arXiv_CV
Transformer
Segmentation
Semantic_Segmentation
Represenation_Learning
Self-Supervised
Contrastive_Learning
Classification
Detection
Object_Detection
Denoising
Image_Classification
Prediction
PDF
2022-05-19
Domain Enhanced Arbitrary Image Style Transfer via Contrastive Learning
Yuxin Zhang, Fan Tang, Weiming Dong, Haibin Huang, Chongyang Ma, Tong-Yee Lee, Changsheng Xu
arXiv_CV
arXiv_CV
Style_Transfer
Enhancement
Represenation_Learning
Pose
Contrastive_Learning
Quantitative
PDF
2022-05-19
Image Augmentation Based Momentum Memory Intrinsic Reward for Sparse Reward Visual Scenes
Zheng Fang, Biao Zhao, Guizhong Liu
arXiv_AI
arXiv_AI
Sparse
Represenation_Learning
Self-Supervised
Pose
PDF
2022-05-19
3DConvCaps: 3DUnet with Convolutional Capsule Encoder for Medical Image Segmentation
Minh Tran, Viet-Khoa Vo-Ho, Ngan T.H. Le
arXiv_CV
arXiv_CV
Segmentation
3D
Represenation_Learning
Pose
Classification
Attention
Medical
CNN
PDF
2022-05-18
Masked Autoencoders As Spatiotemporal Learners
Christoph Feichtenhofer, Haoqi Fan, Yanghao Li, Kaiming He
arXiv_CV
arXiv_CV
Transformer
Embedding
Bert
Represenation_Learning
Knowledge
PDF
2022-05-18
Cross-subject Action Unit Detection with Meta Learning and Transformer-based Relation Modeling
Jiyuan Cao, Zhilei Liu, Yong Zhang
arXiv_CV
arXiv_CV
Transformer
Embedding
Represenation_Learning
Pose
Emotion
Action
Deep_Learning
Detection
Relation
PDF
2022-05-17
Self-Supervised Learning of Multi-Object Keypoints for Robotic Manipulation
Jan Ole von Hartz, Eugenio Chisari, Tim Welschehold, Abhinav Valada
arXiv_CV
arXiv_CV
Represenation_Learning
Self-Supervised
PDF
2022-05-17
KGNN: Distributed Framework for Graph Neural Knowledge Representation
Binbin Hu, Zhiyang Hu, Zhiqiang Zhang, Jun Zhou, Chuan Shi
arXiv_AI
arXiv_AI
Represenation_Learning
Knowledge
Knowledge_Graph
Classification
Relation
Prediction
PDF
2022-05-17
A two-steps approach to improve the performance of Android malware detectors
Nadia Daoudi, Kevin Allix, Tegawendé F. Bissyandé, Jacques Klein
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Pose
Contrastive_Learning
Classification
Detection
Object_Detection
Prediction
PDF
2022-05-17
Monotonicity Regularization: Improved Penalties and Novel Applications to Disentangled Representation Learning and Robust Classification
Joao Monteiro, Mohamed Osama Ahmed, Hossein Hajimirsadeghi, Greg Mori
arXiv_AI
arXiv_AI
Represenation_Learning
Regularization
Pose
Classification
Image_Classification
Prediction
PDF
2022-05-17
SAMU-XLSR: Semantically-Aligned Multimodal Utterance-level Cross-Lingual Speech Representation
Sameer Khurana, Antoine Laurent, James Glass
arXiv_CL
arXiv_CL
Embedding
Bert
Represenation_Learning
Speech
Pose
PDF
2022-05-16
Poincaré Heterogeneous Graph Neural Networks for Sequential Recommendation
Naicheng Guo, Xiaolei Liu, Shaoshuai Li, Qiongxu Ma, Kaixin Gao, Bing Han, Lin Zheng, Xiaobo Guo
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Action
Attention
Recommendation
PDF
2022-05-16
An Empirical Investigation of Representation Learning for Imitation
Xin Chen, Sam Toyer, Cody Wild, Scott Emmons, Ian Fischer, Kuang-Huei Lee, Neel Alex, Steven H Wang, Ping Luo, Stuart Russell, Pieter Abbeel, Rohin Shah
arXiv_AI
arXiv_AI
Reinforcement_Learning
Represenation_Learning
Pose
Classification
Image_Classification
PDF
2022-05-15
Clinical outcome prediction under hypothetical interventions -- a representation learning framework for counterfactual reasoning
Yikuan Li, Mohammad Mamouei, Shishir Rao, Abdelaali Hassaine, Dexter Canoy, Thomas Lukasiewicz, Kazem Rahimi, Gholamreza Salimi-Khorshidi
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Prediction
PDF
2022-05-15
Real-centric Consistency Learning for Deepfake Detection
Ruiqi Zha, Zhichao Lian, Qianmu Li, Siqi Gu
arXiv_CV
arXiv_CV
Represenation_Learning
Pose
Face
Action
Detection
PDF
2022-05-15
Learning Lip-Based Audio-Visual Speaker Embeddings with AV-HuBERT
Bowen Shi, Abdelrahman Mohamed, Wei-Ning Hsu
arXiv_CV
arXiv_CV
Embedding
Bert
Represenation_Learning
Speech
Self-Supervised
Pose
PDF
2022-05-14
Voxel-wise Adversarial Semi-supervised Learning for Medical Image Segmentation
Chae Eun Lee, Hyelim Park, Yeong-Gil Shin, Minyoung Chung
arXiv_CV
arXiv_CV
Segmentation
Embedding
Represenation_Learning
Regularization
Adversarial
Pose
Relation
GAN
Medical
Prediction
PDF
2022-05-14
BronchusNet: Region and Structure Prior Embedded Representation Learning for Bronchus Segmentation and Classification
Wenhao Huang, Haifan Gong, Huan Zhang, Yu Wang, Haofeng Li, Guanbin Li, Hong Shen
arXiv_CV
arXiv_CV
Reconstruction
Segmentation
Represenation_Learning
Pose
Action
Classification
PDF
2022-05-13
Unsupervised Representation Learning for 3D MRI Super Resolution with Degradation Adaptation
Jianan Liu, Hao Li, Tao Huang, Euijoon Ahn, Adeel Razi, Wei Xiang
arXiv_CV
arXiv_CV
Reconstruction
Unsupervised
Super_Resolution
3D
Represenation_Learning
Pose
Deep_Learning
PDF
2022-05-13
Simple and Effective Relation-based Embedding Propagation for Knowledge Representation Learning
Huijuan Wang, Siming Dai, Weiyue Su, Hui Zhong, Zeyang Fang, Zhengjie Huang, Shikun Feng, Zeyu Chen, Yu Sun, Dianhai Yu
arXiv_CL
arXiv_CL
Embedding
Represenation_Learning
Knowledge
Knowledge_Graph
Pose
Relation
Attention
Prediction
PDF
2022-05-12
Visuomotor Control in Multi-Object Scenes Using Object-Aware Representations
Negin Heravi, Ayzaan Wahid, Corey Lynch, Pete Florence, Travis Armstrong, Jonathan Tompson, Pierre Sermanet, Jeannette Bohg, Debidatta Dwibedi
arXiv_AI
arXiv_AI
Represenation_Learning
Self-Supervised
Pose
Relation
Prediction
PDF
2022-05-12
Distribution-Aware Graph Representation Learning for Transient Stability Assessment of Power System
Kaixuan Chen, Shunyu Liu, Na Yu, Rong Yan, Quan Zhang, Jie Song, Zunlei Feng, Mingli Song
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Classification
PDF
2022-05-12
Unsupervised Driving Behavior Analysis using Representation Learning and Exploiting Group-based Training
Soma Bandyopadhyay, Anish Datta, Shruti Sachan, Arpan Pal
arXiv_AI
arXiv_AI
Unsupervised
Represenation_Learning
Pose
PDF
2022-05-12
Accounting for the Sequential Nature of States to Learn Features for Reinforcement Learning
Nathan Michlo, Devon Jarvis, Richard Klein, Steven James
arXiv_CV
arXiv_CV
Reinforcement_Learning
Represenation_Learning
PDF
2022-05-12
Group R-CNN for Weakly Semi-supervised Object Detection with Points
Shilong Zhang, Zhuoran Yu, Liyang Liu, Xinjiang Wang, Aojun Zhou, Kai Chen
arXiv_CV
arXiv_CV
Enhancement
Represenation_Learning
Pose
Detection
Object_Detection
PDF
2022-05-12
AdaVAE: Exploring Adaptive GPT-2s in Variational Auto-Encoders for Language Modeling
Haoqin Tu, Zhongliang Yang, Jinshuai Yang, Siyu Zhang, Yongfeng Huang
arXiv_CL
arXiv_CL
Represenation_Learning
RNN
GAN
Language_Model
PDF
2022-05-12
Entity-aware and Motion-aware Transformers for Language-driven Action Localization in Videos
Shuo Yang, Xinxiao Wu
arXiv_CV
arXiv_CV
Transformer
Represenation_Learning
Action_Localization
Pose
Action
Attention
Prediction
Matching
PDF
2022-05-11
A deep representation learning speech enhancement method using $beta$-VAE
Yang Xiang, Jesper Lisby Højvang, Morten Højfeldt Rasmussen, Mads Græsbøll Christensen
arXiv_SD
arXiv_SD
Reconstruction
Enhancement
Represenation_Learning
Speech
Pose
PDF
2022-05-11
Scene Consistency Representation Learning for Video Scene Segmentation
Haoqian Wu, Keyu Chen, Yanan Luo, Ruizhi Qiao, Bo Ren, Haozhe Liu, Weicheng Xie, Linlin Shen
arXiv_AI
arXiv_AI
Segmentation
Represenation_Learning
Self-Supervised
Pose
PDF
2022-05-11
Contrastive Supervised Distillation for Continual Representation Learning
Tommaso Barletti, Niccolo' Biondi, Federico Pernici, Matteo Bruni, Alberto Del Bimbo
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Classification
PDF
2022-05-11
Hyperspectral Image Classification With Contrastive Graph Convolutional Network
Wentao Yu, Sheng Wan, Guangyu Li, Jian Yang, Chen Gong
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Contrastive_Learning
Quantitative
Classification
Relation
CNN
Image_Classification
PDF
2022-05-10
From Distillation to Hard Negative Sampling: Making Sparse Neural IR Models More Effective
Thibault Formal, Carlos Lassance, Benjamin Piwowarski, Stéphane Clinchant
arXiv_CL
arXiv_CL
Zero-Shot
Sparse
Represenation_Learning
Pose
Attention
Language_Model
Matching
PDF
2022-05-10
Robust Medical Image Classification from Noisy Labeled Data with Global and Local Representation Guided Co-training
Cheng Xue, Lequan Yu, Pengfei Chen, Qi Dou, Pheng-Ann Heng
arXiv_CV
arXiv_CV
Represenation_Learning
Self-Supervised
Pose
Classification
Medical
Image_Classification
PDF
2022-05-10
CoDo: Contrastive Learning with Downstream Background Invariance for Detection
Bing Zhao, Jun Li, Hong Zhu
arXiv_AI
arXiv_AI
Transfer_Learning
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
Classification
Detection
Object_Detection
PDF
2022-05-09
Surreal-GAN:Semi-Supervised Representation Learning via GAN for uncovering heterogeneous disease-related imaging patterns
Zhijian Yang, Junhao Wen, Christos Davatzikos
arXiv_CV
arXiv_CV
Unsupervised
Represenation_Learning
Regularization
Pose
GAN
PDF
2022-05-08
Multimodal Semi-Supervised Learning for Text Recognition
Aviad Aberdam, Roy Ganz, Shai Mazor, Ron Litman
arXiv_AI
arXiv_AI
Recognition
Represenation_Learning
Regularization
Self-Supervised
Pose
Scene_Text
Language_Model
PDF
2022-05-07
Representation Learning for Compressed Video Action Recognition via Attentive Cross-modal Interaction with Motion Enhancement
Bing Li, Jiaxin Chen, Dongming Zhang, Xiuguo Bao, Di Huang
arXiv_CV
arXiv_CV
Enhancement
Recognition
Sparse
Represenation_Learning
Pose
Action_Recognition
Action
Denoising
Attention
PDF
2022-05-06
Functional2Structural: Cross-Modality Brain Networks Representation Learning
Haoteng Tang, Xiyao Fu, Lei Guo, Yalin Wang, Scott Mackin, Olusola Ajilore, Alex Leow, Paul Thompson, Heng Huang, Liang Zhan
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Action
Prediction
PDF
2022-05-05
End-to-End Image-Based Fashion Recommendation
Shereen Elsayed, Lukas Brinkmeyer, Lars Schmidt-Thieme
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Recommendation
PDF
2022-05-05
Heterogeneous Domain Adaptation with Adversarial Neural Representation Learning: Experiments on E-Commerce and Cybersecurity
Mohammadreza Ebrahimi, Yidong Chai, Hao Helen Zhang, Hsinchun Chen
arXiv_AI
arXiv_AI
Optimization
Represenation_Learning
Knowledge
Adversarial
Pose
PDF
2022-05-05
M2R2: Missing-Modality Robust emotion Recognition framework with iterative data augmentation
Ning Wang
arXiv_AI
arXiv_AI
Recognition
Represenation_Learning
Adversarial
Pose
Emotion
Attention
PDF
2022-05-05
DouFu: A Double Fusion Joint Learning Method For Driving Trajectory Representation
Han Wang, Zhou Huang, Xiao Zhou, Ganmin Yin, Yi Bao
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Pose
Classification
Relation
Attention
Recommendation
PDF
2022-05-05
Relational Representation Learning in Visually-Rich Documents
Xin Li, Yan Zheng, Yiqing Hu, Haoyu Cao, Yunfei Wu, Deqiang Jiang, Yinsong Liu, Bo Ren
arXiv_CL
arXiv_CL
Recognition
OCR
Represenation_Learning
Knowledge
Pose
Contrastive_Learning
Action
Detection
Relation
PDF
2022-05-04
GRU-TV: Time- and velocity-aware GRU for patient representation on multivariate clinical time-series data
Ningtao Liu, Ruoxi Gao, Jing Yuan, Calire Park, Shuwei Xing, Shuiping Gou
arXiv_AI
arXiv_AI
Represenation_Learning
RNN
Pose
PDF
2022-05-04
CODE-MVP: Learning to Represent Source Code from Multiple Views with Contrastive Pre-Training
Xin Wang, Yasheng Wang, Yao Wan, Jiawei Wang, Pingyi Zhou, Li Li, Hao Wu, Jin Liu
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Contrastive_Learning
Detection
Inference
PDF
2022-05-04
TransRank: Self-supervised Video Representation Learning via Ranking-based Transformation Recognition
Haodong Duan, Nanxuan Zhao, Kai Chen, Dahua Lin
arXiv_CV
arXiv_CV
Recognition
Represenation_Learning
Self-Supervised
Action_Recognition
Action
Classification
Video_Retrieval
PDF
2022-05-04
Towards Job-Transition-Tag Graph for a Better Job Title Representation Learning
Jun Zhu, Céline Hudelot
arXiv_AI
arXiv_AI
Embedding
Sparse
Represenation_Learning
Pose
PDF
2022-05-04
Self-supervised learning unveils morphological clusters behind lung cancer types and prognosis
Adalberto Claudio Quiros, Nicolas Coudray, Anna Yeaton, Xinyu Yang, Luis Chiriboga, Afreen Karimkhan, Navneet Narula, Harvey Pass, Andre L. Moreira, John Le Quesne, Aristotelis Tsirigos, Ke Yuan
arXiv_CV
arXiv_CV
Represenation_Learning
Self-Supervised
Deep_Learning
Detection
Prediction
PDF
2022-05-04
CoCa: Contrastive Captioners are Image-Text Foundation Models
Jiahui Yu, Zirui Wang, Vijay Vasudevan, Legg Yeung, Mojtaba Seyedhosseini, Yonghui Wu
arXiv_CV
arXiv_CV
Image_Caption
Transformer
Embedding
Recognition
Zero-Shot
Represenation_Learning
Classification
VQA
Attention
Caption
QA
PDF
2022-05-03
Cross-modal Representation Learning for Zero-shot Action Recognition
Chung-Ching Lin, Kevin Lin, Linjie Li, Lijuan Wang, Zicheng Liu
arXiv_CV
arXiv_CV
Transformer
Embedding
Recognition
Zero-Shot
Represenation_Learning
Knowledge
Action_Recognition
Action
Activity
Inference
PDF
2022-05-02
Using Constraint Programming and Graph Representation Learning for Generating Interpretable Cloud Security Policies
Mikhail Kazdagli, Mohit Tiwari, Akshat Kumar
arXiv_AI
arXiv_AI
Represenation_Learning
GAN
PDF
2022-05-02
DFC: Anatomically Informed Fiber Clustering with Self-supervised Deep Learning for Fast and Effective Tractography Parcellation
Yuqian Chen, Chaoyi Zhang, Tengfei Xue, Yang Song, Nikos Makris, Yogesh Rathi, Weidong Cai, Fan Zhang, Lauren J. O'Donnell
arXiv_CV
arXiv_CV
Unsupervised
Point_Cloud
Represenation_Learning
Self-Supervised
Pose
Deep_Learning
PDF
2022-05-01
Preserve Pre-trained Knowledge: Transfer Learning With Self-Distillation For Action Recognition
Yang Zhou, Zhanhao He, Keyu Lu, Guanhong Wang, Gaoang Wang
arXiv_CV
arXiv_CV
Transfer_Learning
Recognition
Represenation_Learning
Knowledge
Self-Supervised
Pose
Action_Recognition
Action
PDF
2022-05-01
UTC: A Unified Transformer with Inter-Task Contrastive Learning for Visual Dialog
Cheng Chen, Yudong Zhu, Zhenshan Tan, Qingrong Cheng, Xin Jiang, Qun Liu, Xiaodong Gu
arXiv_CV
arXiv_CV
Transformer
Represenation_Learning
Pose
Contrastive_Learning
Relation
PDF
2022-04-30
Multimodal Representation Learning With Text and Images
Aishwarya Jayagopal, Ankireddy Monica Aiswarya, Ankita Garg, Srinivasan Kolumam Nandakumar
arXiv_CL
arXiv_CL
Unsupervised
Represenation_Learning
Speech
Classification
PDF
2022-04-29
On Negative Sampling for Audio-Visual Contrastive Learning from Movies
Mahdi M. Kalayeh, Shervin Ardeshir, Lingyi Liu, Nagendra Kamath, Ashok Chandrashekar
arXiv_CV
arXiv_CV
Recognition
Represenation_Learning
Self-Supervised
Contrastive_Learning
Action_Recognition
Action
Classification
PDF
2022-04-29
Vision-Language Pre-Training for Boosting Scene Text Detectors
Sibo Song, Jianqiang Wan, Zhibo Yang, Jun Tang, Wenqing Cheng, Xiang Bai, Cong Yao
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Scene_Text
Contrastive_Learning
Action
Detection
Object_Detection
Language_Model
Prediction
PDF
2022-04-29
RoSA: A Robust Self-Aligned Framework for Node-Node Graph Contrastive Learning
Yun Zhu, Jianhao Guo, Fei Wu, Siliang Tang
arXiv_AI
arXiv_AI
Represenation_Learning
Adversarial
Pose
Contrastive_Learning
PDF
2022-04-28
TTAGN: Temporal Transaction Aggregation Graph Network for Ethereum Phishing Scams Detection
Sijia Li, Gaopeng Gou, Chang Liu, Chengshang Hou, Zhenzhen Li, Gang Xiong
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Action
Detection
Relation
PDF
2022-04-28
Unsupervised Voice-Face Representation Learning by Cross-Modal Prototype Contrast
Boqing Zhu, Kele Xu, Changjian Wang, Zheng Qin, Tao Sun, Huaimin Wang, Yuxing Peng
arXiv_AI
arXiv_AI
Unsupervised
Represenation_Learning
Pose
Contrastive_Learning
Face
Relation
PDF
2022-04-27
Offline Visual Representation Learning for Embodied Navigation
Karmesh Yadav, Ram Ramrakhya, Arjun Majumdar, Vincent-Pierre Berges, Sachit Kuhar, Dhruv Batra, Alexei Baevski, Oleksandr Maksymets
arXiv_CV
arXiv_CV
3D
Represenation_Learning
Self-Supervised
Action
PDF
2022-04-27
Use All The Labels: A Hierarchical Multi-Label Contrastive Learning Framework
Shu Zhang, Ran Xu, Caiming Xiong, Chetan Ramaiah
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Self-Supervised
Contrastive_Learning
Relation
PDF
2022-04-27
Self-Supervised Learning of Object Parts for Semantic Segmentation
Adrian Ziegler, Yuki M. Asano
arXiv_CV
arXiv_CV
Image_Caption
Transformer
Segmentation
Unsupervised
Semantic_Segmentation
Represenation_Learning
Self-Supervised
Pose
Detection
PDF
2022-04-27
GTNet: A Tree-Based Deep Graph Learning Architecture
Nan Wu, Chaofan Wang
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Attention
PDF
2022-04-27
A Comprehensive Understanding of Code-mixed Language Semantics using Hierarchical Transformer
Ayan Sengupta, Tharun Suresh, Md Shad Akhtar, Tanmoy Chakraborty
arXiv_CL
arXiv_CL
Transformer
Embedding
Transfer_Learning
Zero-Shot
Represenation_Learning
Pose
Relation
Attention
Language_Model
PDF
2022-04-27
Human-Centered Prior-Guided and Task-Dependent Multi-Task Representation Learning for Action Recognition Pre-Training
Guanhong Wang, Keyu Lu, Yang Zhou, Zhanhao He, Gaoang Wang
arXiv_CV
arXiv_CV
Human_Parsing
Recognition
Represenation_Learning
Knowledge
Self-Supervised
Pose
Contrastive_Learning
Action_Recognition
Action
Relation
PDF
2022-04-26
Meta-free representation learning for few-shot learning via stochastic weight averaging
Kuilin Chen, Chi-Guhn Lee
arXiv_CV
arXiv_CV
Transfer_Learning
Represenation_Learning
Pose
Classification
Few-Shot
Attention
Prediction
PDF
2022-04-26
ATST: Audio Representation Learning with Teacher-Student Transformer
Xian Li, Xiaofei Li
arXiv_AI
arXiv_AI
Transformer
Represenation_Learning
Knowledge
Self-Supervised
Pose
PDF
2022-04-26
Causal Reasoning with Spatial-temporal Representation Learning: A Prospective Study
Yang Liu, Yushen Wei, Hong Yan, Guanbin Li, Liang Lin
arXiv_AI
arXiv_AI
Video_Caption
Represenation_Learning
Review
Pose
Action
Relation
Inference
PDF
2022-04-25
Task-Induced Representation Learning
Jun Yamada, Karl Pertsch, Anisha Gunjal, Joseph J. Lim
arXiv_AI
arXiv_AI
Reconstruction
Unsupervised
Reinforcement_Learning
Represenation_Learning
Contrastive_Learning
Prediction
PDF
2022-04-24
Empowering Next POI Recommendation with Multi-Relational Modeling
Zheng Huang, Jing Ma, Yushun Dong, Natasha Zhang Foutz, Jundong Li
arXiv_AI
arXiv_AI
Represenation_Learning
RNN
Pose
Relation
Recommendation
PDF
2022-04-24
Large Scale Time-Series Representation Learning via Simultaneous Low and High Frequency Feature Bootstrapping
Vandan Gorade, Azad Singh, Deepak Mishra
arXiv_CV
arXiv_CV
Transformer
Unsupervised
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
CNN
PDF
2022-04-23
Exploring the Role of Task Transferability in Large-Scale Multi-Task Learning
Vishakh Padmakumar, Leonard Lausen, Miguel Ballesteros, Sheng Zha, He He, George Karypis
arXiv_CL
arXiv_CL
Represenation_Learning
PDF
2022-04-23
Decoupled Side Information Fusion for Sequential Recommendation
Yueqi Xie, Peilin Zhou, Sunghun Kim
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Pose
Action
Relation
Attention
Prediction
Recommendation
PDF
2022-04-23
All-optical graph representation learning using integrated diffractive photonic computing units
Tao Yan, Rui Yang, Ziyang Zheng, Xing Lin, Hongkai Xiong, Qionghai Dai
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Action
Classification
Deep_Learning
PDF
2022-04-22
iCAR: Bridging Image Classification and Image-text Alignment for Visual Recognition
Yixuan Wei, Yue Cao, Zheng Zhang, Zhuliang Yao, Zhenda Xie, Han Hu, Baining Guo
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Recognition
Zero-Shot
Represenation_Learning
Pose
Action_Recognition
Action
Classification
Detection
Few-Shot
Object_Detection
Image_Classification
PDF
2022-04-22
A Closer Look at Personalization in Federated Image Classification
Changxing Jing, Yan Huang, Yihong Zhuang, Liyan Sun, Yue Huang, Zhenlong Xiao, Xinghao Ding
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Classification
Image_Classification
PDF
2022-04-21
DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis
Fatemeh Haghighi, Mohammad Reza Hosseinzadeh Taher, Michael B. Gotway, Jianming Liang
arXiv_CV
arXiv_CV
Represenation_Learning
Adversarial
Self-Supervised
GAN
Medical
PDF
2022-04-21
PreTraM: Self-Supervised Pre-training via Connecting Trajectory and Map
Chenfeng Xu, Tian Li, Chen Tang, Lingfeng Sun, Kurt Keutzer, Masayoshi Tomizuka, Alireza Fathi, Wei Zhan
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
Deep_Learning
PDF
2022-04-21
Adversarial Contrastive Learning by Permuting Cluster Assignments
Muntasir Wahed, Afrina Tabassum, Ismini Lourentzou
arXiv_CV
arXiv_CV
Represenation_Learning
Knowledge
Adversarial
Self-Supervised
Pose
Contrastive_Learning
PDF
2022-04-21
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings
Yung-Sung Chuang, Rumen Dangovski, Hongyin Luo, Yang Zhang, Shiyu Chang, Marin Soljačić, Shang-Wen Li, Wen-tau Yih, Yoon Kim, James Glass
arXiv_CL
arXiv_CL
Embedding
Unsupervised
Represenation_Learning
Pose
Contrastive_Learning
Language_Model
PDF
2022-04-21
DropMessage: Unifying Random Dropping for Graph Neural Networks
Taoran Fang, Zhiqing Xiao, Chunping Wang, Jiarong Xu, Xuan Yang, Yang Yang
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Face
PDF
2022-04-21
MedFACT: Modeling Medical Feature Correlations in Patient Health Representation Learning via Feature Clustering
Xinyu Ma, Xu Chu, Yasha Wang, Hailong Yu, Liantao Ma, Wen Tang, Junfeng Zhao
arXiv_AI
arXiv_AI
Represenation_Learning
Knowledge
Pose
Action
Relation
Medical
CNN
Prediction
PDF
2022-04-21
Transformer-Guided Convolutional Neural Network for Cross-View Geolocalization
Teng Wang, Shujuan Fan, Daikun Liu, Changyin Sun
arXiv_CV
arXiv_CV
Transformer
Represenation_Learning
Salient
Pose
CNN
Matching
PDF
2022-04-21
SimMC: Simple Masked Contrastive Learning of Skeleton Representations for Unsupervised Person Re-Identification
Haocong Rao, Chunyan Miao
arXiv_CV
arXiv_CV
Person_Re-identification
Unsupervised
3D
Represenation_Learning
Pose
Contrastive_Learning
Deep_Learning
Relation
Re-identification
PDF
2022-04-20
Generative or Contrastive? Phrase Reconstruction for Better Sentence Representation Learning
Bohong Wu, Hai Zhao
arXiv_CL
arXiv_CL
Reconstruction
Unsupervised
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
Attention
Language_Model
PDF
2022-04-20
NFormer: Robust Person Re-identification with Neighbor Transformer
Haochen Wang, Jiayi Shen, Yongtuo Liu, Yan Gao, Efstratios Gavves
arXiv_AI
arXiv_AI
Transformer
Person_Re-identification
Sparse
Represenation_Learning
Pose
Action
Relation
Attention
Re-identification
PDF
2022-04-19
Unsupervised Learning of Efficient Geometry-Aware Neural Articulated Representations
Atsuhiro Noguchi, Xiao Sun, Stephen Lin, Tatsuya Harada
arXiv_CV
arXiv_CV
Unsupervised
3D
Represenation_Learning
Adversarial
Pose
GAN
PDF
2022-04-19
GroupNet: Multiscale Hypergraph Neural Networks for Trajectory Prediction with Relational Reasoning
Chenxin Xu, Maosen Li, Zhenyang Ni, Ya Zhang, Siheng Chen
arXiv_CV
arXiv_CV
Represenation_Learning
Pose
Action
Relation
Prediction
PDF
2022-04-18
LayoutLMv3: Pre-training for Document AI with Unified Text and Image Masking
Yupan Huang, Tengchao Lv, Lei Cui, Yutong Lu, Furu Wei
arXiv_CV
arXiv_CV
Transformer
Represenation_Learning
Self-Supervised
Pose
Classification
VQA
Image_Classification
Language_Model
PDF
2022-04-18
Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey
Kento Nozawa, Issei Sato
arXiv_CV
arXiv_CV
Represenation_Learning
Review
Survey
PDF
2022-04-16
Graph-incorporated Latent Factor Analysis for High-dimensional and Sparse Matrices
Di Wu, Yi He, Xin Luo
arXiv_AI
arXiv_AI
Embedding
Sparse
Represenation_Learning
Knowledge
Pose
Action
PDF
2022-04-15
MultiEarth 2022 -- Multimodal Learning for Earth and Environment Workshop and Challenge
Miriam Cha, Kuan Wei Huang, Morgan Schmidt, Gregory Angelides, Mark Hamilton, Sam Goldberg, Armando Cabrera, Phillip Isola, Taylor Perron, Bill Freeman, Yen-Chen Lin, Brandon Swenson, Jean Piou
arXiv_CV
arXiv_CV
Represenation_Learning
PDF
2022-04-15
Knowledgebra: An Algebraic Learning Framework for Knowledge Graph
Tong Yang, Yifei Wang, Long Sha, Jan Engelbrecht, Pengyu Hong
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Regularization
Knowledge
Knowledge_Graph
Pose
Relation
Prediction
PDF
2022-04-14
Anti-Asian Hate Speech Detection via Data Augmented Semantic Relation Inference
Jiaxuan Li, Yue Ning
arXiv_CL
arXiv_CL
Sentiment_Classification
Represenation_Learning
Speech
Pose
Classification
Detection
Relation
Sentiment
Attention
Inference
PDF
2022-04-13
Retrieval of Scientific and Technological Resources for Experts and Scholars
Suyu Ouyang, Yingxia Shao, Ang Li
arXiv_AI
arXiv_AI
Represenation_Learning
Knowledge
Pose
Action
Relation
Relation_Extraction
PDF
2022-04-12
Deep Normed Embeddings for Patient Representation
Thesath Nanayakkara, Gilles Clermont, Christopher James Langmead, David Swigon
arXiv_AI
arXiv_AI
Embedding
Reinforcement_Learning
Represenation_Learning
GAN
PDF
2022-04-11
Self-supervised Vision Transformers for Joint SAR-optical Representation Learning
Yi Wang, Conrad M Albrecht, Xiao Xiang Zhu
arXiv_CV
arXiv_CV
Transformer
Represenation_Learning
Knowledge
Self-Supervised
Pose
PDF
2022-04-11
Towards Online Domain Adaptive Object Detection
Vibashan VS, Poojan Oza, Vishal M. Patel
arXiv_CV
arXiv_CV
Transformer
Unsupervised
Represenation_Learning
Knowledge
Pose
Detection
Object_Detection
Attention
PDF
2022-04-11
Physically Disentangled Representations
Tzofi Klinghoffer, Kushagra Tiwary, Arkadiusz Balata, Vivek Sharma, Ramesh Raskar
arXiv_CV
arXiv_CV
Segmentation
Recognition
3D
Represenation_Learning
Emotion
Face
Classification
PDF
2022-04-11
Learning Downstream Task by Selectively Capturing Complementary Knowledge from Multiple Self-supervisedly Learning Pretexts
Quan Feng, Qingyuan Wu, Jiayu Yao, Songcan Chen
arXiv_CL
arXiv_CL
Unsupervised
Represenation_Learning
Knowledge
Self-Supervised
Pose
Attention
Matching
PDF
2022-04-11
Variational Heteroscedastic Volatility Model
Zexuan Yin, Paolo Barucca
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Deep_Learning
Relation
PDF
2022-04-10
Deep Conditional Representation Learning for Drum Sample Retrieval by Vocalisation
Alejandro Delgado, Charalampos Saitis, Emmanouil Benetos, Mark Sandler
arXiv_SD
arXiv_SD
Embedding
Represenation_Learning
Sketch
Salient
PDF
2022-04-10
Self-Supervised Video Representation Learning with Motion-Contrastive Perception
Jinyu Liu, Ying Cheng, Yuejie Zhang, Rui-Wei Zhao, Rui Feng
arXiv_CV
arXiv_CV
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
PDF
2022-04-10
Robust Cross-Modal Representation Learning with Progressive Self-Distillation
Alex Andonian, Shixing Chen, Raffay Hamid
arXiv_CV
arXiv_CV
Image_Caption
Zero-Shot
Represenation_Learning
Knowledge
Contrastive_Learning
Classification
Caption
PDF
2022-04-09
Self-Labeling Refinement for Robust Representation Learning with Bootstrap Your Own Latent
Siddhant Garg, Dhruval Jain
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
PDF
2022-04-09
Efficient Representation Learning of Subgraphs by Subgraph-To-Node Translation
Dongkwan Kim, Alice Oh
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Inference
PDF
2022-04-09
Mapping Temporary Slums from Satellite Imagery using a Semi-Supervised Approach
M. Fasi ur Rehman, Izza Ali, Waqas Sultani, Mohsen Ali
arXiv_CV
arXiv_CV
Image_Caption
Segmentation
Embedding
Semantic_Segmentation
Represenation_Learning
Pose
Deep_Learning
Detection
PDF
2022-04-08
Automatic Data Augmentation Selection and Parametrization in Contrastive Self-Supervised Speech Representation Learning
Salah Zaiem, Titouan Parcollet, Slim Essid
arXiv_SD
arXiv_SD
Embedding
Represenation_Learning
Speech
Self-Supervised
Pose
Contrastive_Learning
PDF
2022-04-08
Contextual Representation Learning beyond Masked Language Modeling
Zhiyi Fu, Wangchunshu Zhou, Jingjing Xu, Hao Zhou, Lei Li
arXiv_CL
arXiv_CL
Embedding
Bert
Represenation_Learning
Pose
Language_Model
PDF
2022-04-08
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News Media
Wenqian Zhang, Shangbin Feng, Zilong Chen, Zhenyu Lei, Jundong Li, Minnan Luo
arXiv_AI
arXiv_AI
Represenation_Learning
Knowledge
Knowledge_Graph
Pose
Detection
Relation
PDF
2022-04-08
Probabilistic Representations for Video Contrastive Learning
Jungin Park, Jiyoung Lee, Ig-Jae Kim, Kwanghoon Sohn
arXiv_CV
arXiv_CV
Embedding
Recognition
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
Action_Recognition
Action
Video_Retrieval
PDF
2022-04-08
Spatiotemporal Augmentation on Selective Frequencies for Video Representation Learning
Jinhyung Kim, Taeoh Kim, Minho Shim, Dongyoon Han, Dongyoon Wee, Junmo Kim
arXiv_CV
arXiv_CV
Recognition
Represenation_Learning
Self-Supervised
Action_Localization
Pose
Action_Recognition
Action
QA
PDF
2022-04-08
Automatic Pronunciation Assessment using Self-Supervised Speech Representation Learning
Eesung Kim, Jae-Jin Jeon, Hyeji Seo, Hoon Kim
arXiv_CL
arXiv_CL
Transformer
Bert
Represenation_Learning
Speech
Self-Supervised
Pose
Classification
Relation
PDF
2022-04-08
AdvEst: Adversarial Perturbation Estimation to Classify and Detect Adversarial Attacks against Speaker Identification
Sonal Joshi, Saurabh Kataria, Jesus Villalba, Najim Dehak
arXiv_SD
arXiv_SD
Embedding
Gradient_Descent
Represenation_Learning
Adversarial
Pose
Classification
Detection
Inference
PDF
2022-04-07
Enhancement on Model Interpretability and Sleep Stage Scoring Performance with A Novel Pipeline Based on Deep Neural Network
Zheng Chen, Ziwei Yang, Ming Huang, Toshiyo Tamura, Naoaki Ono, MD Altaf-Ul-Amin, Shigehiko Kanaya
arXiv_AI
arXiv_AI
Enhancement
Represenation_Learning
Pose
Classification
Deep_Learning
PDF
2022-04-06
Hierarchical Self-supervised Representation Learning for Movie Understanding
Fanyi Xiao, Kaustav Kundu, Joseph Tighe, Davide Modolo
arXiv_CV
arXiv_CV
Recognition
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
Action_Recognition
Action
Prediction
PDF
2022-04-06
Learning from Untrimmed Videos: Self-Supervised Video Representation Learning with Hierarchical Consistency
Zhiwu Qing, Shiwei Zhang, Ziyuan Huang, Yi Xu, Xiang Wang, Mingqian Tang, Changxin Gao, Rong Jin, Nong Sang
arXiv_CV
arXiv_CV
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
PDF
2022-04-06
Domain-Agnostic Prior for Transfer Semantic Segmentation
Xinyue Huo, Lingxi Xie, Hengtong Hu, Wengang Zhou, Houqiang Li, Qi Tian
arXiv_CV
arXiv_CV
Segmentation
Embedding
Unsupervised
Semantic_Segmentation
Represenation_Learning
PDF
2022-04-06
Structure-aware Protein Self-supervised Learning
Can Chen, Jingbo Zhou, Fan Wang, Xue Liu, Dejing Dou
arXiv_AI
arXiv_AI
Optimization
Represenation_Learning
Self-Supervised
Pose
Classification
Relation
Language_Model
PDF
2022-04-05
Learning Generalizable Dexterous Manipulation from Human Grasp Affordance
Yueh-Hua Wu, Jiashun Wang, Xiaolong Wang
arXiv_CV
arXiv_CV
Reinforcement_Learning
3D
Represenation_Learning
Pose
PDF
2022-04-05
Hospital-Agnostic Image Representation Learning in Digital Pathology
Milad Sikaroudi, Shahryar Rahnamayan, H.R. Tizhoosh
arXiv_CV
arXiv_CV
Image_Caption
Represenation_Learning
Pose
Classification
PDF
2022-04-04
Multi-Scale Representation Learning on Proteins
Vignesh Ram Somnath, Charlotte Bunne, Andreas Krause
arXiv_AI
arXiv_AI
Represenation_Learning
Face
Classification
GAN
Prediction
PDF
2022-04-04
BatchFormerV2: Exploring Sample Relationships for Dense Representation Learning
Zhi Hou, Baosheng Yu, Chaoyue Wang, Yibing Zhan, Dacheng Tao
arXiv_AI
arXiv_AI
Transformer
Segmentation
Recognition
Represenation_Learning
Pose
Classification
Detection
Relation
Object_Detection
Attention
Image_Classification
Inference
Prediction
PDF
2022-04-04
Diverse Text Generation via Variational Encoder-Decoder Models with Gaussian Process Priors
Wanyu Du, Jianqiao Zhao, Liwei Wang, Yangfeng Ji
arXiv_CL
arXiv_CL
Style_Transfer
Represenation_Learning
Pose
Text_Generation
Inference
PDF
2022-04-04
Attribute Prototype Network for Any-Shot Learning
Wenjia Xu, Yongqin Xian, Jiuniu Wang, Bernt Schiele, Zeynep Akata
arXiv_CV
arXiv_CV
Image_Caption
Embedding
Zero-Shot
Represenation_Learning
Knowledge
Pose
Quantitative
Classification
Few-Shot
Image_Classification
PDF
2022-04-03
Adjusting for Bias with Procedural Data
Shesh Narayan Gupta, Nicholas Bear Brown
arXiv_CV
arXiv_CV
Enhancement
3D
Represenation_Learning
Classification
GAN
PDF
2022-04-03
Virtual Relational Knowledge Graphs for Recommendation
Lingyun Lu, Bang Wang, Zizhuo Zhang, Shenghao Liu, Han Xu
arXiv_AI
arXiv_AI
Embedding
Unsupervised
Represenation_Learning
Knowledge
Knowledge_Graph
Pose
Relation
Recommendation
PDF
2022-04-02
MRI-based Multi-task Decoupling Learning for Alzheimer's Disease Detection and MMSE Score Prediction: A Multi-site Validation
Xu Tian, Jin Liu, Hulin Kuang, Yu Sheng, Jianxin Wang, The Alzheimer's Disease Neuroimaging Initiative
arXiv_CV
arXiv_CV
Represenation_Learning
Pose
Action
Detection
Relation
Prediction
PDF
2022-04-02
Do learned representations respect causal relationships?
Lan Wang, Vishnu Naresh Boddeti
arXiv_CV
arXiv_CV
Image_Caption
3D
Represenation_Learning
Pose
Face
Relation
PDF
2022-04-01
On the Importance of Asymmetry for Siamese Representation Learning
Xiao Wang, Haoqi Fan, Yuandong Tian, Daisuke Kihara, Xinlei Chen
arXiv_CV
arXiv_CV
Represenation_Learning
Self-Supervised
PDF
2022-04-01
UNetFormer: A Unified Vision Transformer Model and Pre-Training Framework for 3D Medical Image Segmentation
Ali Hatamizadeh, Ziyue Xu, Dong Yang, Wenqi Li, Holger Roth, Daguang Xu
arXiv_AI
arXiv_AI
Transformer
Segmentation
3D
Represenation_Learning
Self-Supervised
Pose
Medical
CNN
PDF
2022-04-01
What makes useful auxiliary tasks in reinforcement learning: investigating the effect of the target policy
Banafsheh Rafiee, Jun Jin, Jun Luo, Adam White
arXiv_AI
arXiv_AI
Reinforcement_Learning
Represenation_Learning
Action
Prediction
PDF
2022-04-01
Learning Disentangled Representations of Negation and Uncertainty
Jake Vasilakes, Chrysoula Zerva, Makoto Miwa, Sophia Ananiadou
arXiv_CL
arXiv_CL
Represenation_Learning
Adversarial
PDF
2022-04-01
Deep Neural Convolutive Matrix Factorization for Articulatory Representation Decomposition
Jiachen Lian, Alan W Black, Louis Goldstein Gopala Krishna Anumanchipalli
arXiv_AI
arXiv_AI
Recognition
Sparse
Gesture
Represenation_Learning
Speech
Pose
Attention
PDF
2022-03-31
ImpDet: Exploring Implicit Fields for 3D Object Detection
Xuelin Qian, Li Wang, Yi Zhu, Li Zhang, Yanwei Fu, Xiangyang Xue
arXiv_CV
arXiv_CV
Point_Cloud
3D
Represenation_Learning
Pose
Face
Detection
Object_Detection
PDF
2022-03-31
PADA: Pruning Assisted Domain Adaptation for Self-Supervised Speech Representations
Lodagala V S V Durga Prasad, Sreyan Ghosh, S. Umesh
arXiv_SD
arXiv_SD
Represenation_Learning
Speech
Self-Supervised
Pose
Language_Model
PDF
2022-03-31
Video-Text Representation Learning via Differentiable Weak Temporal Alignment
Dohwan Ko, Joonmyung Choi, Juyeon Ko, Shinyeong Noh, Kyoung-Woon On, Eun-Sol Kim, Hyunwoo J. Kim
arXiv_CV
arXiv_CV
Embedding
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
PDF
2022-03-31
An unsupervised cluster-level based method for learning node representations of heterogeneous graphs in scientific papers
Jie Song, Meiyu Liang, Zhe Xue, Junping Du, Kou Feifei
arXiv_AI
arXiv_AI
Unsupervised
Represenation_Learning
Knowledge
Pose
Relation
Prediction
PDF
2022-03-30
Robust Disentangled Variational Speech Representation Learning for Zero-shot Voice Conversion
Jiachen Lian, Chunlei Zhang, Dong Yu
arXiv_CL
arXiv_CL
Embedding
Zero-Shot
Represenation_Learning
Speech
Self-Supervised
PDF
2022-03-30
Hybrid Handcrafted and Learnable Audio Representation for Analysis of Speech Under Cognitive and Physical Load
Gasser Elbanna, Alice Biryukov, Neil Scheidwasser-Clow, Lara Orlandic, Pablo Mainar, Mikolaj Kegler, Pierre Beckmann, Milos Cernak
arXiv_SD
arXiv_SD
Represenation_Learning
Speech
Self-Supervised
Pose
Emotion
Detection
PDF
2022-03-30
Controllable Augmentations for Video Representation Learning
Rui Qian, Weiyao Lin, John See, Dian Li
arXiv_CV
arXiv_CV
Recognition
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
Action_Recognition
Action
Relation
Video_Retrieval
PDF
2022-03-30
Fair Contrastive Learning for Facial Attribute Classification
Sungho Park, Jewook Lee, Pilhyeon Lee, Sunhee Hwang, Dohyung Kim, Hyeran Byun
arXiv_CV
arXiv_CV
Represenation_Learning
Pose
Contrastive_Learning
Face
Classification
Image_Classification
PDF
2022-03-30
Weakly-supervised Temporal Path Representation Learning with Contrastive Curriculum Learning -- Extended Version
Sean Bin Yang, Chenjuan Guo, Jilin Hu, Bin Yang, Jian Tang, Christian S. Jensen
arXiv_AI
arXiv_AI
Unsupervised
Represenation_Learning
Pose
Contrastive_Learning
Relation
PDF
2022-03-30
Fine-Grained Object Classification via Self-Supervised Pose Alignment
Xuhui Yang, Yaowei Wang, Ke Chen, Yong Xu, Yonghong Tian
arXiv_CV
arXiv_CV
Represenation_Learning
Regularization
Self-Supervised
Pose
Classification
PDF
2022-03-29
Instance Relation Graph Guided Source-Free Domain Adaptive Object Detection
Vibashan VS, Poojan Oza, Vishal M. Patel
arXiv_CV
arXiv_CV
Unsupervised
Represenation_Learning
Knowledge
Pose
Detection
Relation
Object_Detection
PDF
2022-03-29
DRSpeech: Degradation-Robust Text-to-Speech Synthesis with Frame-Level and Utterance-Level Acoustic Representation Learning
Takaaki Saeki, Kentaro Tachibana, Ryuichi Yamamoto
arXiv_SD
arXiv_SD
Embedding
Represenation_Learning
Regularization
Speech
Pose
PDF
2022-03-29
NL-FCOS: Improving FCOS through Non-Local Modules for Object Detection
Lukas Pavez, Jose M. Saavedra Rondo
arXiv_CV
arXiv_CV
Recognition
Represenation_Learning
Pose
Action
Detection
Object_Detection
Attention
CNN
Inference
PDF
2022-03-29
LightHuBERT: Lightweight and Configurable Speech Representation Learning with Once-for-All Hidden-Unit BERT
Rui Wang, Qibing Bai, Junyi Ao, Long Zhou, Zhixiang Xiong, Zhihua Wei, Yu Zhang, Tom Ko, Haizhou Li
arXiv_SD
arXiv_SD
Transformer
Embedding
Recognition
Bert
Represenation_Learning
Speech
Self-Supervised
Pose
Classification
Attention
Speech_Recognition
PDF
2022-03-29
Alignment-Uniformity aware Representation Learning for Zero-shot Video Classification
Shi Pu, Kaili Zhao, Mao Zheng
arXiv_CV
arXiv_CV
Zero-Shot
Represenation_Learning
Pose
Classification
Video_Classification
PDF
2022-03-29
mc-BEiT: Multi-choice Discretization for Image BERT Pre-training
Xiaotong Li, Yixiao Ge, Kun Yi, Zixuan Hu, Ying Shan, Ling-Yu Duan
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Bert
Represenation_Learning
Self-Supervised
Classification
Detection
Object_Detection
PDF
2022-03-29
Self-Supervised Image Representation Learning with Geometric Set Consistency
Nenglun Chen, Lei Chu, Hao Pan, Yan Lu, Wenping Wang
arXiv_CV
arXiv_CV
Image_Caption
Segmentation
Semantic_Segmentation
3D
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
Face
Detection
Object_Detection
PDF
2022-03-29
End-to-End Compressed Video Representation Learning for Generic Event Boundary Detection
Congcong Li, Xinyao Wang, Longyin Wen, Dexiang Hong, Tiejian Luo, Libo Zhang
arXiv_CV
arXiv_CV
Represenation_Learning
Pose
Boundary_Detection
Detection
PDF
2022-03-29
Equivariance Allows Handling Multiple Nuisance Variables When Analyzing Pooled Neuroimaging Datasets
Vishnu Suresh Lokhande, Rudrasis Chakraborty, Sathya N. Ravi, Vikas Singh
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Inference
Matching
PDF
2022-03-28
Robust Speaker Recognition with Transformers Using wav2vec 2.0
Sergey Novoselov, Galina Lavrentyeva, Anastasia Avdeeva, Vladimir Volokhov, Aleksei Gusev
arXiv_SD
arXiv_SD
Transformer
Embedding
Unsupervised
Recognition
Represenation_Learning
Speech
Pose
PDF
2022-03-28
CD-Net: Histopathology Representation Learning using Pyramidal Context-Detail Network
Saarthak Kapse, Srijan Das, Prateek Prasanna
arXiv_CV
arXiv_CV
Transformer
Represenation_Learning
Self-Supervised
Pose
PDF
2022-03-28
Frame-wise Action Representations for Long Videos via Sequence Contrastive Learning
Minghao Chen, Fangyun Wei, Chong Li, Deng Cai
arXiv_CV
arXiv_CV
Embedding
Represenation_Learning
Self-Supervised
Contrastive_Learning
Action
Classification
PDF
2022-03-28
Learning to Prompt for Open-Vocabulary Object Detection with Vision-Language Model
Yu Du, Fangyun Wei, Zihe Zhang, Miaojing Shi, Yue Gao, Guoqi Li
arXiv_CV
arXiv_CV
Embedding
Transfer_Learning
Represenation_Learning
Pose
Classification
Detection
Object_Detection
Image_Classification
Language_Model
PDF
2022-03-28
Learning Where to Learn in Cross-View Self-Supervised Learning
Lang Huang, Shan You, Mingkai Zheng, Fei Wang, Chen Qian, Toshihiko Yamasaki
arXiv_CV
arXiv_CV
Segmentation
Embedding
Semantic_Segmentation
Represenation_Learning
Self-Supervised
Classification
Detection
Object_Detection
Prediction
PDF
2022-03-28
Isomorphic Cross-lingual Embeddings for Low-Resource Languages
Sonal Sannigrahi, Jesse Read
arXiv_CL
arXiv_CL
Embedding
Represenation_Learning
PDF
2022-03-28
S2-Net: Self-supervision Guided Feature Representation Learning for Cross-Modality Images
Shasha Mei
arXiv_CV
arXiv_CV
Optimization
Represenation_Learning
Self-Supervised
Pose
Deep_Learning
Attention
GAN
Matching
PDF
2022-03-27
Single-Stream Multi-Level Alignment for Vision-Language Pretraining
Zaid Khan, Vijay Kumar BG, Xiang Yu, Samuel Schulter, Manmohan Chandraker, Yun Fu
arXiv_CV
arXiv_CV
Reconstruction
Zero-Shot
Represenation_Learning
Pose
VQA
Caption
Prediction
QA
PDF
2022-03-27
Locality-Aware Inter-and Intra-Video Reconstruction for Self-Supervised Correspondence Learning
Liulei Li, Tianfei Zhou, Wenguan Wang, Lu Yang, Jianwu Li, Yi Yang
arXiv_CV
arXiv_CV
Reconstruction
Sparse
Represenation_Learning
Self-Supervised
Pose
Matching
PDF
2022-03-27
Causality Inspired Representation Learning for Domain Generalization
Fangrui Lv, Jian Liang, Shuang Li, Bin Zang, Chi Harold Liu, Ziteng Wang, Di Liu
arXiv_CV
arXiv_CV
Represenation_Learning
Knowledge
Pose
Classification
Relation
PDF
2022-03-26
Self-Supervised Point Cloud Representation Learning with Occlusion Auto-Encoder
Junsheng Zhou, Xin Wen, Yu-Shen Liu, Yi Fang, Zhizhong Han
arXiv_CV
arXiv_CV
Reconstruction
Point_Cloud
3D
Represenation_Learning
Self-Supervised
PDF
2022-03-25
Self-supervised Semantic Segmentation Grounded in Visual Concepts
Wenbin He, William Surmeier, Arvind Kumar Shekar, Liang Gou, Liu Ren
arXiv_AI
arXiv_AI
Segmentation
Embedding
Unsupervised
Semantic_Segmentation
Represenation_Learning
Self-Supervised
Pose
Relation
PDF
2022-03-25
Versatile Multi-Modal Pre-Training for Human-Centric Perception
Fangzhou Hong, Liang Pan, Zhongang Cai, Ziwei Liu
arXiv_CV
arXiv_CV
Human_Parsing
Sparse
Represenation_Learning
Pose_Estimation
Pose
Contrastive_Learning
Inference
PDF
2022-03-25
Clustering Aided Weakly Supervised Training to Detect Anomalous Events in Surveillance Videos
Muhammad Zaigham Zaheer, Arif Mahmood, Marcella Astrid, Seung-Ik Lee
arXiv_CV
arXiv_CV
Surveillance
Weakly_Supervised
Represenation_Learning
Pose
Detection
Relation
PDF
2022-03-25
DeLoRes: Decorrelating Latent Spaces for Low-Resource Audio Representation Learning
Sreyan Ghosh, Ashish Seth, S Umesh
arXiv_CL
arXiv_CL
Embedding
Transfer_Learning
Represenation_Learning
Speech
Self-Supervised
Pose
Action
Classification
Relation
PDF
2022-03-25
Unsupervised Pre-training for Temporal Action Localization Tasks
Can Zhang, Tianyu Yang, Junwu Weng, Meng Cao, Jue Wang, Yuexian Zou
arXiv_CV
arXiv_CV
Unsupervised
Represenation_Learning
Self-Supervised
Action_Localization
Pose
Contrastive_Learning
Action
Classification
Video_Classification
PDF
2022-03-24
Domino: Discovering Systematic Errors with Cross-Modal Embeddings
Sabri Eyuboglu, Maya Varma, Khaled Saab, Jean-Benoit Delbrouck, Christopher Lee-Messer, Jared Dunnmon, James Zou, Christopher Ré
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Pose
Quantitative
Medical
PDF
2022-03-24
Leveraging unsupervised and weakly-supervised data to improve direct speech-to-speech translation
Ye Jia, Yifan Ding, Ankur Bapna, Colin Cherry, Yu Zhang, Alexis Conneau, Nobuyuki Morioka
arXiv_CL
arXiv_CL
Unsupervised
Represenation_Learning
Speech
PDF
2022-03-24
R-DFCIL: Relation-Guided Representation Learning for Data-Free Class Incremental Learning
Qiankun Gao, Chen Zhao, Bernard Ghanem, Jian Zhang
arXiv_CV
arXiv_CV
Represenation_Learning
Knowledge
Pose
Classification
Relation
PDF
2022-03-24
GraphCoCo: Graph Complementary Contrastive Learning
Jiawei Sun, Junchi Yan, Chentao Wu, Yue Ding, Ruoxin Chen, Xiang Yu, Xinyu Lu, Jie Li
arXiv_AI
arXiv_AI
Embedding
Optimization
Represenation_Learning
Pose
Contrastive_Learning
Classification
PDF
2022-03-23
The Challenges of Continuous Self-Supervised Learning
Senthil Purushwalkam, Pedro Morgado, Abhinav Gupta
arXiv_CV
arXiv_CV
Represenation_Learning
Self-Supervised
Pose
Relation
PDF
2022-03-22
Self-supervision through Random Segments with Autoregressive Coding
Tianyu Hua, Yonglong Tian, Sucheng Ren, Hang Zhao, Leonid Sigal
arXiv_CV
arXiv_CV
Transformer
Bert
Represenation_Learning
Self-Supervised
Pose
Prediction
PDF
2022-03-22
Text Transformations in Contrastive Self-Supervised Learning: A Review
Amrita Bhattacharjee, Mansooreh Karami, Huan Liu
arXiv_CL
arXiv_CL
Represenation_Learning
Review
Self-Supervised
Contrastive_Learning
PDF
2022-03-22
CP2: Copy-Paste Contrastive Pretraining for Semantic Segmentation
Feng Wang, Huiyu Wang, Chen Wei, Alan Yuille, Wei Shen
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
Classification
Prediction
PDF
2022-03-22
Rebalanced Siamese Contrastive Mining for Long-Tailed Recognition
Zhisheng Zhong, Jiequan Cui, Eric Lo, Zeming Li, Jian Sun, Jiaya Jia
arXiv_CV
arXiv_CV
Recognition
Represenation_Learning
Pose
Contrastive_Learning
Classification
PDF
2022-03-22
Hierarchical Graph Representation Learning for the Prediction of Drug-Target Binding Affinity
Zhaoyang Chu, Shichao Liu, Wen Zhang
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Pose
Action
Deep_Learning
Attention
Prediction
PDF
2022-03-22
Self-Supervised Representation Learning as Multimodal Variational Inference
Hiroki Nakamura, Masashi Okada, Tadahiro Taniguchi
arXiv_CV
arXiv_CV
Image_Caption
Represenation_Learning
Self-Supervised
Pose
Classification
Relation
Inference
PDF
2022-03-22
Gated Domain-Invariant Feature Disentanglement for Domain Generalizable Object Detection
Haozhuo Zhang, Huimin Yu, Yuming Yan, Runfa Wang
arXiv_CV
arXiv_CV
Recognition
Represenation_Learning
Pose
Detection
Object_Detection
PDF
2022-03-22
Towards Textual Out-of-Domain Detection without In-Domain Labels
Di Jin, Shuyang Gao, Seokhwan Kim, Yang Liu, Dilek Hakkani-Tur
arXiv_CL
arXiv_CL
Unsupervised
Represenation_Learning
Pose
Contrastive_Learning
Action
Classification
Detection
Language_Model
PDF
2022-03-21
Disentangling Patterns and Transformations from One Sequence of Images with Shape-invariant Lie Group Transformer
T. Takada, W. Shimaya, Y. Ohmura, Y. Kuniyoshi
arXiv_CV
arXiv_CV
Transformer
Represenation_Learning
Pose
Deep_Learning
Autonomous
PDF
2022-03-21
XTREME-S: Evaluating Cross-lingual Speech Representations
Alexis Conneau, Ankur Bapna, Yu Zhang, Min Ma, Patrick von Platen, Anton Lozhkov, Colin Cherry, Ye Jia, Clara Rivera, Mihir Kale, Daan Van Esch, Vera Axelrod, Simran Khanuja, Jonathan H. Clark, Orhan Firat, Sebastian Ruder, Jason Riesa, Melvin Johnson
arXiv_CL
arXiv_CL
Recognition
Represenation_Learning
Speech
SLAM
Classification
Speech_Recognition
PDF
2022-03-20
Iwin: Human-Object Interaction Detection via Transformer with Irregular Windows
Danyang Tu, Xiongkuo Min, Huiyu Duan, Guodong Guo, Guangtao Zhai, Wei Shen
arXiv_CV
arXiv_CV
Transformer
Recognition
Represenation_Learning
Action_Recognition
Action
Detection
Object_Detection
PDF
2022-03-20
Attention Aided CSI Wireless Localization
Artan Salihu, Stefan Schwarz, Markus Rupp
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Attention
PDF
2022-03-20
SimAN: Exploring Self-Supervised Representation Learning of Scene Text via Similarity-Aware Normalization
Canjie Luo, Lianwen Jin, Jingdong Chen
arXiv_CV
arXiv_CV
Recognition
Represenation_Learning
Self-Supervised
Pose
Scene_Text
Contrastive_Learning
Attention
PDF
2022-03-19
Learning Self-Supervised Low-Rank Network for Single-Stage Weakly and Semi-Supervised Semantic Segmentation
Junwen Pan, Pengfei Zhu, Kaihua Zhang, Bing Cao, Yu Wang, Dingwen Zhang, Junwei Han, Qinghua Hu
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Weakly_Supervised
Represenation_Learning
Self-Supervised
Attention
PDF
2022-03-18
Graph-Text Multi-Modal Pre-training for Medical Representation Learning
Sungjin Park, Seongsu Bae, Jiho Kim, Tackeun Kim, Edward Choi
arXiv_CL
arXiv_CL
Represenation_Learning
Medical
PDF
2022-03-18
Deep Reinforcement Learning Guided Graph Neural Networks for Brain Network Analysis
Xusheng Zhao, Jia Wu, Hao Peng, Amin Beheshti, Jessica Monaghan, David McAlpine, Heivet Hernandez-Perez, Mark Dras, Qiong Dai, Yangyang Li, Philip S. Yu, Lifang He
arXiv_AI
arXiv_AI
Reinforcement_Learning
Represenation_Learning
Pose
PDF
2022-03-18
A$^3$T: Alignment-Aware Acoustic and Text Pretraining for Speech Synthesis and Editing
He Bai, Renjie Zheng, Junkun Chen, Xintong Li, Mingbo Ma, Liang Huang
arXiv_CL
arXiv_CL
Recognition
Represenation_Learning
Speech
Pose
Classification
Speech_Recognition
PDF
2022-03-17
elBERto: Self-supervised Commonsense Learning for Question Answering
Xunlin Zhan, Yuan Li, Xiao Dong, Xiaodan Liang, Zhiting Hu, Lawrence Carin
arXiv_CL
arXiv_CL
Bert
Represenation_Learning
Knowledge
Self-Supervised
Pose
Relation
QA
PDF
2022-03-17
Mixing Up Contrastive Learning: Self-Supervised Representation Learning for Time Series
Kristoffer Wickstrøm, Michael Kampffmeyer, Karl Øyvind Mikalsen, Robert Jenssen
arXiv_AI
arXiv_AI
Unsupervised
Transfer_Learning
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
Medical
PDF
2022-03-17
Explainability in Graph Neural Networks: An Experimental Survey
Peibo Li, Yixing Yang, Maurice Pagnucco, Yang Song
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Survey
PDF
2022-03-17
Symmetry-Based Representations for Artificial and Biological General Intelligence
Irina Higgins, Sébastien Racanière, Danilo Rezende
arXiv_AI
arXiv_AI
Represenation_Learning
Review
Relation
PDF
2022-03-16
CapsNet for Medical Image Segmentation
Minh Tran, Viet-Khoa Vo-Ho, Kyle Quinn, Hien Nguyen, Khoa Luu, Ngan Le
arXiv_CV
arXiv_CV
Segmentation
Recognition
3D
Represenation_Learning
Pose
Classification
Relation
Medical
CNN
PDF
2022-03-16
X-Learner: Learning Cross Sources and Tasks for Universal Visual Representation
Yinan He, Gengshi Huang, Siyu Chen, Jianing Teng, Wang Kun, Zhenfei Yin, Lu Sheng, Ziwei Liu, Yu Qiao, Jing Shao
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Represenation_Learning
Pose
Classification
Detection
Object_Detection
PDF
2022-03-16
Adversarial Learned Fair Representations using Dampening and Stacking
Max Knobbout
arXiv_AI
arXiv_AI
Reconstruction
Represenation_Learning
Adversarial
PDF
2022-03-16
Panini-Net: GAN Prior Based Degradation-Aware Feature Interpolation for Face Restoration
Yinhuai Wang, Yujie Hu, Jian Zhang
arXiv_CV
arXiv_CV
Unsupervised
Super_Resolution
Restoration
Represenation_Learning
Pose
Face
GAN
PDF
2022-03-16
Multi-View Document Representation Learning for Open-Domain Dense Retrieval
Shunyu Zhang, Yaobo Liang, Ming Gong, Daxin Jiang, Nan Duan
arXiv_CL
arXiv_CL
Embedding
Represenation_Learning
Pose
Face
PDF
2022-03-15
Representation Learning for Resource-Constrained Keyphrase Generation
Di Wu, Wasi Uddin Ahmad, Sunipa Dev, Kai-Wei Chang
arXiv_CL
arXiv_CL
Zero-Shot
Represenation_Learning
Salient
Knowledge
Pose
Denoising
Language_Model
Prediction
PDF
2022-03-15
Seeking Commonness and Inconsistencies: A Jointly Smoothed Approach to Multi-view Subspace Clustering
Xiaosha Cai, Dong Huang, Guang-Yu Zhang, Chang-Dong Wang
arXiv_CV
arXiv_CV
Optimization
Represenation_Learning
Pose
Face
Attention
PDF
2022-03-15
End-to-End Modeling via Information Tree for One-Shot Natural Language Spatial Video Grounding
Mengze Li, Tianbao Wang, Haoyu Zhang, Shengyu Zhang, Zhou Zhao, Jiaxu Miao, Wenqiao Zhang, Wenming Tan, Jin Wang, Peng Wang, Shiliang Pu, Fei Wu
arXiv_CV
arXiv_CV
Represenation_Learning
Self-Supervised
Pose
PDF
2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
Kai Chen, Ye Wang, Yitong Li, Aiping Li
arXiv_AI
arXiv_AI
Represenation_Learning
Knowledge
Knowledge_Graph
Pose
Relation
Attention
Prediction
PDF
2022-03-15
Categorical Representation Learning and RG flow operators for algorithmic classifiers
Artan Sheshmani, Yizhuang You, Wenbo Fu, Ahmadreza Azizi
arXiv_AI
arXiv_AI
Represenation_Learning
Classification
Medical
Prediction
PDF
2022-03-15
Generating Privacy-Preserving Process Data with Deep Generative Models
Keyi Li, Sen Yang, Travis M. Sullivan, Randall S. Burd, Ivan Marsic
arXiv_AI
arXiv_AI
Transformer
Represenation_Learning
Adversarial
GAN
Medical
PDF
2022-03-15
Privacy-Preserving Speech Representation Learning using Vector Quantization
Pierre Champion (MULTISPEECH), Denis Jouvet (MULTISPEECH), Anthony Larcher (LIUM)
arXiv_CL
arXiv_CL
Quantization
Recognition
Represenation_Learning
Speech
Pose
Speech_Recognition
PDF
2022-03-15
Magnification Prior: A Self-Supervised Method for Learning Representations on Breast Cancer Histopathological Images
Prakash Chandra Chhipa, Richa Upadhyay, Gustav Grund Pihlgren, Rajkumar Saini, Seiichi Uchida, Marcus Liwicki
arXiv_CV
arXiv_CV
Represenation_Learning
Self-Supervised
Pose
Classification
Medical
PDF
2022-03-15
Improving Event Representation via Simultaneous Weakly Supervised Contrastive Learning and Clustering
Jun Gao, Wei Wang, Changlong Yu, Huan Zhao, Wilfred Ng, Ruifeng Xu
arXiv_CL
arXiv_CL
Weakly_Supervised
Represenation_Learning
Contrastive_Learning
Relation
PDF
2022-03-15
Task-Agnostic Robust Representation Learning
A. Tuan Nguyen, Ser Nam Lim, Philip Torr
arXiv_CV
arXiv_CV
Represenation_Learning
Adversarial
Self-Supervised
Pose
Deep_Learning
Prediction
PDF
2022-03-14
All in One: Exploring Unified Video-Language Pre-training
Alex Jinpeng Wang, Yixiao Ge, Rui Yan, Yuying Ge, Xudong Lin, Guanyu Cai, Jianping Wu, Ying Shan, Xiaohu Qie, Mike Zheng Shou
arXiv_CV
arXiv_CV
Transformer
Bert
Represenation_Learning
Language_Model
Video_Retrieval
PDF
2022-03-14
CAR: Class-aware Regularizations for Semantic Segmentation
Ye Huang, Di Kang, Liang Chen, Xuefei Zhe, Wenjing Jia, Xiangjian He, Linchao Bao
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
OCR
Represenation_Learning
Regularization
Pose
Inference
Prediction
PDF
2022-03-14
Disentangled Representation Learning for Text-Video Retrieval
Qiang Wang, Yanhao Zhang, Yun Zheng, Pan Pan, Xian-Sheng Hua
arXiv_CV
arXiv_CV
Optimization
Represenation_Learning
Regularization
Pose
Action
Relation
Video_Retrieval
Matching
PDF
2022-03-14
Rethinking Minimal Sufficient Representation in Contrastive Learning
Haoqing Wang, Xun Guo, Zhi-Hong Deng, Yan Lu
arXiv_CV
arXiv_CV
Represenation_Learning
Regularization
Self-Supervised
Pose
Contrastive_Learning
PDF
2022-03-14
Cross-View-Prediction: Exploring Contrastive Feature for Hyperspectral Image Classification
Haotian Wu, Anyu Zhang, Zeyu Cao
arXiv_CV
arXiv_CV
Unsupervised
Represenation_Learning
Self-Supervised
Contrastive_Learning
Classification
Image_Classification
Prediction
PDF
2022-03-14
UniVIP: A Unified Framework for Self-Supervised Visual Pre-training
Zhaowen Li, Yousong Zhu, Fan Yang, Wei Li, Chaoyang Zhao, Yingying Chen, Zhiyang Chen, Jiahao Xie, Liwei Wu, Rui Zhao, Ming Tang, Jinqiao Wang
arXiv_CV
arXiv_CV
Segmentation
Represenation_Learning
Self-Supervised
Pose
Classification
Detection
Relation
Object_Detection
Image_Classification
PDF
2022-03-14
Modelling word learning and recognition using visually grounded speech
Danny Merkx, Sebastiaan Scholten, Stefan L. Frank, Mirjam Ernestus, Odette Scharenborg
arXiv_CL
arXiv_CL
Recognition
Represenation_Learning
Knowledge
Speech
Speech_Recognition
PDF
2022-03-13
Change Detection from Synthetic Aperture Radar Images via Dual Path Denoising Network
Junjie Wang, Feng Gao, Junyu Dong, Qian Du, Heng-Chao Li
arXiv_CV
arXiv_CV
Unsupervised
Optimization
Represenation_Learning
Pose
Classification
Deep_Learning
Detection
Denoising
Attention
PDF
2022-03-11
Survey on Automated Short Answer Grading with Deep Learning: from Word Embeddings to Transformers
Stefan Haller, Adina Aldea, Christin Seifert, Nicola Strisciuglio
arXiv_AI
arXiv_AI
Transformer
Embedding
Represenation_Learning
Survey
Deep_Learning
Attention
PDF
2022-03-11
Integrating Dependency Tree Into Self-attention for Sentence Representation
Junhua Ma, Jiajun Li, Yuxuan Liu, Shangbo Zhou, Xue Li
arXiv_CL
arXiv_CL
Transformer
Represenation_Learning
Pose
Relation
Attention
PDF
2022-03-11
Multi-modal Graph Learning for Disease Prediction
Shuai Zheng, Zhenfeng Zhu, Zhizhe Liu, Zhenyu Guo, Yang Liu, Yuchen Yang, Yao Zhao
arXiv_CV
arXiv_CV
Represenation_Learning
Pose
Relation
Medical
Prediction
PDF
2022-03-10
Representation Compensation Networks for Continual Semantic Segmentation
Chang-Bin Zhang, Jia-Wen Xiao, Xialei Liu, Ying-Cong Chen, Ming-Ming Cheng
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Represenation_Learning
Knowledge
Pose
Inference
PDF
2022-03-10
StyleBabel: Artistic Style Tagging and Captioning
Dan Ruta, Andrew Gilbert, Pranav Aggarwal, Naveen Marri, Ajinkya Kale, Jo Briggs, Chris Speed, Hailin Jin, Baldo Faieta, Alex Filipkowski, Zhe Lin, John Collomosse
arXiv_CV
arXiv_CV
Transformer
Embedding
Represenation_Learning
Caption
PDF
2022-03-09
Efficient Image Representation Learning with Federated Sampled Softmax
Sagar M. Waghmare, Hang Qi, Huizhong Chen, Mikhail Sirotenko, Tomer Meron
arXiv_CV
arXiv_CV
Image_Caption
Represenation_Learning
PDF
2022-03-09
Language Model-driven Negative Sampling
Mirza Mohtashim Alam, Md Rashad Al Hasan Rony, Semab Ali, Jens Lehmann, Sahar Vahdati
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Knowledge
Knowledge_Graph
Pose
Relation
Language_Model
Prediction
PDF
2022-03-09
Language Adaptive Cross-lingual Speech Representation Learning with Sparse Sharing Sub-networks
Yizhou Lu, Mingkun Huang, Xinghua Qu, Pengfei Wei, Zejun Ma
arXiv_SD
arXiv_SD
Unsupervised
Recognition
Sparse
Represenation_Learning
Speech
Pose
Speech_Recognition
PDF
2022-03-08
CIDER: Exploiting Hyperspherical Embeddings for Out-of-Distribution Detection
Yifei Ming, Yiyou Sun, Ousmane Dia, Yixuan Li
arXiv_CV
arXiv_CV
Embedding
Represenation_Learning
Pose
Detection
PDF
2022-03-08
Self-Supervision, Remote Sensing and Abstraction: Representation Learning Across 3 Million Locations
Sachith Seneviratne, Kerry A. Nice, Jasper S. Wijnands, Mark Stevenson, Jason Thompson
arXiv_CV
arXiv_CV
Represenation_Learning
Self-Supervised
Action
Classification
Deep_Learning
Attention
PDF
2022-03-08
Selective-Supervised Contrastive Learning with Noisy Labels
Shikun Li, Xiaobo Xia, Shiming Ge, Tongliang Liu
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Pose
Contrastive_Learning
PDF
2022-03-08
Easy Ensemble: Simple Deep Ensemble Learning for Sensor-Based Human Activity Recognition
Tatsuhito Hasegawa, Kazuma Kondo
arXiv_CV
arXiv_CV
Recognition
Represenation_Learning
Pose
Activity
PDF
2022-03-08
Skating-Mixer: Multimodal MLP for Scoring Figure Skating
Jingfei Xia, Mingchen Zhuge, Tiantian Geng, Shun Fan, Yuantai Wei, Zhenyu He, Feng Zheng
arXiv_CV
arXiv_CV
Represenation_Learning
Pose
Relation
Visual_Relation
PDF
2022-03-08
CaSS: A Channel-aware Self-supervised Representation Learning Framework for Multivariate Time Series Classification
Yijiang Chen, Xiangdong Zhou, Zhen Xing, Zhidan Liu, Minyang Xu
arXiv_AI
arXiv_AI
Transformer
Represenation_Learning
Self-Supervised
Pose
Classification
Relation
Prediction
PDF
2022-03-07
Comparing representations of biological data learned with different AI paradigms, augmenting and cropping strategies
Andrei Dmitrenko, Mauro M. Masiero, Nicola Zamboni
arXiv_AI
arXiv_AI
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
Action
Classification
Deep_Learning
PDF
2022-03-05
Consistent Representation Learning for Continual Relation Extraction
Kang Zhao, Hua Xu, Jiangong Yang, Kai Gao
arXiv_CL
arXiv_CL
Embedding
Represenation_Learning
Knowledge
Pose
Contrastive_Learning
Action
Relation
Relation_Extraction
PDF
2022-03-04
The Familiarity Hypothesis: Explaining the Behavior of Deep Open Set Methods
Thomas G. Dietterich, Alexander Guyer
arXiv_CV
arXiv_CV
Recognition
Represenation_Learning
Review
Pose
Deep_Learning
Detection
PDF
2022-03-03
Mind the Gap: Understanding the Modality Gap in Multi-modal Contrastive Representation Learning
Weixin Liang, Yuhui Zhang, Yongchan Kwon, Serena Yeung, James Zou
arXiv_AI
arXiv_AI
Zero-Shot
Optimization
Represenation_Learning
Contrastive_Learning
Classification
PDF
2022-03-03
Vision-Language Intelligence: Tasks, Representation Learning, and Large Models
Feng Li, Hao Zhang, Yi-Fan Zhang, Shilong Liu, Jian Guo, Lionel M. Ni, PengChuan Zhang, Lei Zhang
arXiv_CV
arXiv_CV
Represenation_Learning
Knowledge
Review
Survey
PDF
2022-03-03
On Learning Contrastive Representations for Learning with Noisy Labels
Li Yi, Sheng Liu, Qi She, A. Ian McLeod, Boyu Wang
arXiv_CV
arXiv_CV
Represenation_Learning
Regularization
Pose
PDF
2022-03-03
Debiased Batch Normalization via Gaussian Process for Generalizable Person Re-Identification
Jiawei Liu, Zhipeng Huang, Liang Li, Kecheng Zheng, Zheng-Jun Zha
arXiv_CV
arXiv_CV
Person_Re-identification
Represenation_Learning
Pose
Re-identification
PDF
2022-03-03
Translational Lung Imaging Analysis Through Disentangled Representations
Pedro M. Gordaliza, Juan José Vaquero, Arrate Muñoz-Barrutia
arXiv_CV
arXiv_CV
Represenation_Learning
Deep_Learning
Relation
PDF
2022-03-03
Towards Universal Backward-Compatible Representation Learning
Binjie Zhang, Yixiao Ge, Yantao Shen, Shupeng Su, Chun Yuan, Xuyuan Xu, Yexin Wang, Ying Shan
arXiv_CV
arXiv_CV
Recognition
Represenation_Learning
Pose
Face
Face_Recognition
PDF
2022-03-03
BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning
Zhi Hou, Baosheng Yu, Dacheng Tao
arXiv_CV
arXiv_CV
Transformer
Recognition
Zero-Shot
Represenation_Learning
Pose
Contrastive_Learning
Relation
PDF
2022-03-03
An Open Challenge for Inductive Link Prediction on Knowledge Graphs
Mikhail Galkin, Max Berrendorf, Charles Tapley Hoyt
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Knowledge
Knowledge_Graph
Pose
Inference
Prediction
PDF
2022-03-03
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding
Zheng Yuan, Chuanqi Tan, Songfang Huang
arXiv_CL
arXiv_CL
Represenation_Learning
Knowledge
Pose
Classification
Attention
Medical
Matching
PDF
2022-03-03
MetaDT: Meta Decision Tree for Interpretable Few-Shot Learning
Baoquan Zhang, Hao Jiang, Xutao Li, Shanshan Feng, Yunming Ye, Rui Ye
arXiv_CV
arXiv_CV
Optimization
Represenation_Learning
Pose
Few-Shot
Inference
PDF
2022-03-02
HighMMT: Towards Modality and Task Generalization for High-Modality Representation Learning
Paul Pu Liang, Yiwei Lyu, Xiang Fan, Shengtong Mo, Dani Yogatama, Louis-Philippe Morency, Ruslan Salakhutdinov
arXiv_AI
arXiv_AI
Transfer_Learning
Represenation_Learning
Pose
PDF
2022-03-02
Integrating Contrastive Learning with Dynamic Models for Reinforcement Learning from Images
Bang You, Oleg Arenz, Youping Chen, Jan Peters
arXiv_AI
arXiv_AI
Reconstruction
Embedding
Reinforcement_Learning
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
Action
Prediction
PDF
2022-03-01
Towards a Common Speech Analysis Engine
Hagai Aronowitz, Itai Gat, Edmilson Morais, Weizhong Zhu, Ron Hoory
arXiv_CL
arXiv_CL
Recognition
Bert
Represenation_Learning
Speech
Self-Supervised
Pose
Emotion
PDF
2022-03-01
On the Generalization of Representations in Reinforcement Learning
Charline Le Lan, Stephen Tu, Adam Oberman, Rishabh Agarwal, Marc G.Bellemare
arXiv_AI
arXiv_AI
Reinforcement_Learning
Represenation_Learning
Survey
PDF
2022-03-01
A Brief Overview of Unsupervised Neural Speech Representation Learning
Lasse Borgholt, Jakob Drachmann Havtorn, Joakim Edin, Lars Maaløe, Christian Igel
arXiv_SD
arXiv_SD
Unsupervised
Represenation_Learning
Review
Speech
Self-Supervised
PDF
2022-03-01
Towards IID representation learning and its application on biomedical data
Jiqing Wu, Inti Zlobec, Maxime Lafarge, Yukun He, Viktor H. Koelzer
arXiv_CV
arXiv_CV
Represenation_Learning
Medical
Prediction
PDF
2022-02-28
Multi-modal Alignment using Representation Codebook
Jiali Duan, Liqun Chen, Son Tran, Jinyu Yang, Yi Xu, Belinda Zeng, Chenyang Tao, Trishul Chilimbi
arXiv_AI
arXiv_AI
Zero-Shot
Represenation_Learning
Pose
PDF
2022-02-28
Description Logic EL++ Embeddings with Intersectional Closure
Xi Peng, Zhenwei Tang, Maxat Kulmanov, Kexin Niu, Robert Hoehndorf
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Pose
Medical
PDF
2022-02-28
Fuse Local and Global Semantics in Representation Learning
Yuchi Zhao, Yuhao Zhou
arXiv_CV
arXiv_CV
Segmentation
Represenation_Learning
Pose
Detection
PDF
2022-02-28
A Mutually Reinforced Framework for Pretrained Sentence Embeddings
Junhan Yang, Zheng Liu, Shitao Xiao, Jianxun Lian, Lijun Wu, Defu Lian, Guangzhong Sun, Xing Xie
arXiv_CL
arXiv_CL
Embedding
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
PDF
2022-02-28
Weakly Supervised Disentangled Representation for Goal-conditioned Reinforcement Learning
Zhifeng Qian, Mingyu You, Hongjun Zhou, Bin He
arXiv_CV
arXiv_CV
Reinforcement_Learning
Weakly_Supervised
Represenation_Learning
Pose
Action
PDF
2022-02-28
Generalizable task representation learning from human demonstration videos: a geometric approach
Jun Jin, Martin Jagersand
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Relation
PDF
2022-02-28
Unsupervised Representation Learning for Point Clouds: A Survey
Aoran Xiao, Jiaxing Huang, Dayan Guan, Shijian Lu
arXiv_AI
arXiv_AI
Surveillance
Unsupervised
Point_Cloud
Represenation_Learning
Review
Survey
Quantitative
Attention
Autonomous
PDF
2022-02-27
UCTopic: Unsupervised Contrastive Learning for Phrase Representations and Topic Mining
Jiacheng Li, Jingbo Shang, Julian McAuley
arXiv_AI
arXiv_AI
Unsupervised
Represenation_Learning
Knowledge
Pose
Contrastive_Learning
PDF
2022-02-27
Distribution Preserving Graph Representation Learning
Chengsheng Mao, Yuan Luo
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Classification
Attention
PDF
2022-02-27
Weakly Supervised Learning for cell recognition in immunohistochemical cytoplasm staining images
Shichuan Zhang, Chenglu Zhu, Honglin Li, Jiatong Cai, Lin Yang
arXiv_CV
arXiv_CV
Recognition
Weakly_Supervised
Represenation_Learning
Classification
PDF
2022-02-27
Variational Autoencoder with Disentanglement Priors for Low-Resource Task-Specific Natural Language Generation
Zhuang Li, Lizhen Qu, Qiongkai Xu, Tongtong Wu, Tianyang Zhan, Gholamreza Haffari
arXiv_CL
arXiv_CL
Style_Transfer
Represenation_Learning
Regularization
Pose
Few-Shot
PDF
2022-02-26
Supervising Remote Sensing Change Detection Models with 3D Surface Semantics
Isaac Corley, Peyman Najafirad
arXiv_CV
arXiv_CV
Segmentation
3D
Represenation_Learning
Self-Supervised
Pose
Face
Detection
PDF
2022-02-26
SWIS: Self-Supervised Representation Learning For Writer Independent Offline Signature Verification
Siladittya Manna, Soumitri Chattopadhyay, Saumik Bhattacharya, Umapada Pal
arXiv_CV
arXiv_CV
Recognition
Represenation_Learning
Knowledge
Self-Supervised
Pose
PDF
2022-02-25
NeuralKG: An Open Source Library for Diverse Representation Learning of Knowledge Graphs
Wen Zhang, Xiangnan Chen, Zhen Yao, Mingyang Chen, Yushan Zhu, Hongtao Yu, Yufeng Huang, Zezhong Xu, Yajing Xu, Ningyu Zhang, Zonggang Yuan, Feiyu Xiong, Huajun Chen
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Knowledge
Knowledge_Graph
GAN
Prediction
PDF
2022-02-25
TeachAugment: Data Augmentation Optimization Using Teacher Knowledge
Teppei Suzuki
arXiv_CV
arXiv_CV
Segmentation
Unsupervised
Semantic_Segmentation
Optimization
Represenation_Learning
Knowledge
Adversarial
Pose
Classification
Image_Classification
PDF
2022-02-24
How reparametrization trick broke differentially-private text representation leaning
Ivan Habernal
arXiv_CL
arXiv_CL
Represenation_Learning
Action
PDF
2022-02-24
New Benchmark for Household Garbage Image Recognition
Zhize Wu, Huanyi Li, Xiaofeng Wang, Zijun Wu, Le Zou, Lixiang Xu, Ming Tan
arXiv_CV
arXiv_CV
Image_Caption
Recognition
Represenation_Learning
Face
Classification
Deep_Learning
CNN
Image_Classification
PDF
2022-02-24
Using calibrator to improve robustness in Machine Reading Comprehension
Jing Jin, Houfeng Wang
arXiv_CL
arXiv_CL
Bert
Represenation_Learning
Adversarial
Pose
PDF
2022-02-23
Fine-Grained Prediction of Political Leaning on Social Media with Unsupervised Deep Learning
Tiziano Fagni, Stefano Cresci
arXiv_AI
arXiv_AI
Unsupervised
Represenation_Learning
Pose
Classification
Deep_Learning
Detection
Prediction
PDF
2022-02-22
Improving CTC-based speech recognition via knowledge transferring from pre-trained language models
Keqi Deng, Songjun Cao, Yike Zhang, Long Ma, Gaofeng Cheng, Ji Xu, Pengyuan Zhang
arXiv_CL
arXiv_CL
Recognition
Bert
Represenation_Learning
Knowledge
Speech
Pose
Classification
Attention
Speech_Recognition
Language_Model
PDF
2022-02-22
PointMatch: A Consistency Training Framework for Weakly SupervisedSemantic Segmentation of 3D Point Clouds
Yushuang Wu, Zizheng Yan, Shengcai Cai, Guanbin Li, Yizhou Yu, Xiaoguang Han, Shuguang Cui
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Point_Cloud
3D
Weakly_Supervised
Sparse
Represenation_Learning
Regularization
Pose
Relation
Attention
PDF
2022-02-21
Self-Evolutionary Clustering
Hanxuan Wang, Na Lu, Qinyang Liu
arXiv_CV
arXiv_CV
Represenation_Learning
Self-Supervised
Pose
Classification
PDF
2022-02-21
Vision-Language Pre-Training with Triple Contrastive Learning
Jinyu Yang, Jiali Duan, Son Tran, Yi Xu, Sampath Chanda, Liqun Chen, Belinda Zeng, Trishul Chilimbi, Junzhou Huang
arXiv_CV
arXiv_CV
Embedding
Represenation_Learning
Knowledge
Pose
Contrastive_Learning
VQA
PDF
2022-02-20
SRL-SOA: Self-Representation Learning with Sparse 1D-Operational Autoencoder for Hyperspectral Image Band Selection
Mete Ahishali, Serkan Kiranyaz, Iftikhar Ahmad, Moncef Gabbouj
arXiv_CV
arXiv_CV
Sparse
Represenation_Learning
Pose
Classification
PDF
2022-02-20
$mathcal{Y}$-Tuning: An Efficient Tuning Paradigm for Large-Scale Pre-Trained Models via Label Representation Learning
Yitao Liu, Chenxin An, Xipeng Qiu
arXiv_CL
arXiv_CL
Bert
Represenation_Learning
Pose
Attention
PDF
2022-02-19
PMP-Net++: Point Cloud Completion by Transformer-Enhanced Multi-step Point Moving Paths
Xin Wen, Peng Xiang, Yan-Pei Cao, Pengfei Wan, Wen Zheng, Yu-Shen Liu
arXiv_CV
arXiv_CV
Transformer
Point_Cloud
3D
Represenation_Learning
PDF
2022-02-19
Transformation Coding: Simple Objectives for Equivariant Representations
Mehran Shakerinava, Arnab Kumar Mondal, Siamak Ravanbakhsh
arXiv_AI
arXiv_AI
Embedding
Reinforcement_Learning
Represenation_Learning
Pose
Action
Quantitative
PDF
2022-02-18
Automated Attack Synthesis by Extracting Finite State Machines from Protocol Specification Documents
Maria Leonor Pacheco, Max von Hippel, Ben Weintraub, Dan Goldwasser, Cristina Nita-Rotaru
arXiv_CL
arXiv_CL
Zero-Shot
Represenation_Learning
Action
PDF
2022-02-18
Geometric Algebra based Embeddings for Staticand Temporal Knowledge Graph Completion
Chengjin Xu, Mojtaba Nayyeri, Yung-Yu Chen, Jens Lehmann
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Regularization
Knowledge
Knowledge_Graph
Pose
Relation
Attention
Prediction
PDF
2022-02-18
Learning Representations Robust to Group Shifts and Adversarial Examples
Ming-Chang Chiu, Xuezhe Ma
arXiv_CV
arXiv_CV
Optimization
Represenation_Learning
Adversarial
Pose
Prediction
PDF
2022-02-18
MultiRes-NetVLAD: Augmenting Place Recognition Training with Low-Resolution Imagery
Ahmad Khaliq, Michael Milford, Sourav Garg
arXiv_CV
arXiv_CV
Recognition
Represenation_Learning
Pose
SLAM
Action
CNN
Matching
PDF
2022-02-18
Towards better understanding and better generalization of few-shot classification in histology images with contrastive learning
Jiawei Yang, Hanbo Chen, Jiangpeng Yan, Xiaoyu Chen, Jianhua Yao
arXiv_CV
arXiv_CV
Unsupervised
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
Classification
Few-Shot
Attention
PDF
2022-02-18
How Well Do Self-Supervised Methods Perform in Cross-Domain Few-Shot Learning?
Yiyi Zhang, Ying Zheng, Xiaogang Xu, Jun Wang
arXiv_CV
arXiv_CV
Represenation_Learning
Self-Supervised
Relation
Few-Shot
PDF
2022-02-17
Data-SUITE: Data-centric identification of in-distribution incongruous examples
Nabeel Seedat, Jonathan Crabbe, Mihaela van der Schaar
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Medical
Prediction
PDF
2022-02-17
Survey on Self-supervised Representation Learning Using Image Transformations
Muhammad Ali, Sayed Hashim
arXiv_CV
arXiv_CV
Unsupervised
Recognition
Represenation_Learning
Review
Self-Supervised
Pose
Survey
Attention
PDF
2022-02-17
Limitations of Neural Collapse for Understanding Generalization in Deep Learning
Like Hui, Mikhail Belkin, Preetum Nakkiran
arXiv_CV
arXiv_CV
Optimization
Represenation_Learning
Deep_Learning
PDF
2022-02-16
Label Propagation for Annotation-Efficient Nuclei Segmentation from Pathology Images
Yi Lin, Zhiyong Qu, Hao Chen, Zhongke Gao, Yuexiang Li, Lili Xia, Kai Ma, Yefeng Zheng, Kwang-Ting Cheng
arXiv_CV
arXiv_CV
Segmentation
Represenation_Learning
Self-Supervised
Pose
Quantitative
Relation
PDF
2022-02-16
Diagnosing Batch Normalization in Class Incremental Learning
Minghao Zhou, Quanziang Wang, Jun Shu, Qian Zhao, Deyu Meng
arXiv_CV
arXiv_CV
Represenation_Learning
Pose
Classification
PDF
2022-02-16
Cross-Modal Common Representation Learning with Triplet Loss Functions
Felix Ott, David Rügamer, Lucas Heublein, Bernd Bischl, Christopher Mutschler
arXiv_CV
arXiv_CV
Embedding
Handwriting
Recognition
Represenation_Learning
Pose
Classification
Image_Classification
PDF
2022-02-15
On Representation Learning with Feedback
Hao Li
arXiv_CV
arXiv_CV
Represenation_Learning
PDF
2022-02-15
Learning Contextually Fused Audio-visual Representations for Audio-visual Speech Recognition
Zi-Qiang Zhang, Jie Zhang, Jian-Shu Zhang, Ming-Hui Wu, Xin Fang, Li-Rong Dai
arXiv_SD
arXiv_SD
Transformer
Recognition
Represenation_Learning
Speech
Self-Supervised
Pose
Speech_Recognition
PDF
2022-02-15
CommerceMM: Large-Scale Commerce MultiModal Representation Learning with Omni Retrieval
Licheng Yu, Jun Chen, Animesh Sinha, Mengjiao MJ Wang, Hugo Chen, Tamara L. Berg, Ning Zhang
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
PDF
2022-02-15
Compositional Scene Representation Learning via Reconstruction: A Survey
Jinyang Yuan, Tonglin Chen, Bin Li, Xiangyang Xue
arXiv_CV
arXiv_CV
Reconstruction
Represenation_Learning
Survey
PDF
2022-02-14
Learning to Discover Medicines
Tri Minh Nguyen, Thin Nguyen, Truyen Tran
arXiv_AI
arXiv_AI
Represenation_Learning
Knowledge
Review
Knowledge_Graph
Deep_Learning
GAN
Medical
PDF
2022-02-14
Discriminability-enforcing loss to improve representation learning
Florinel-Alin Croitoru, Diana-Nicoleta Grigore, Radu Tudor Ionescu
arXiv_CV
arXiv_CV
Transformer
Represenation_Learning
Classification
CNN
Image_Classification
PDF
2022-02-14
A Generic Self-Supervised Framework of Learning Invariant Discriminative Features
Foivos Ntelemis, Yaochu Jin, Spencer A. Thomas
arXiv_CV
arXiv_CV
Unsupervised
Represenation_Learning
Adversarial
Self-Supervised
Pose
Contrastive_Learning
Quantitative
PDF
2022-02-14
Delaunay Component Analysis for Evaluation of Data Representations
Petra Poklukar, Vladislav Polianskii, Anastasia Varava, Florian Pokorny, Danica Kragic
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
PDF
2022-02-14
On Pitfalls of Identifiability in Unsupervised Learning. A Note on: 'Desiderata for Representation Learning: A Causal Perspective'
Shubhangi Ghosh, Luigi Gresele, Julius von Kügelgen, Michel Besserve, Bernhard Schölkopf
arXiv_AI
arXiv_AI
Unsupervised
Represenation_Learning
PDF
2022-02-14
Do Lessons from Metric Learning Generalize to Image-Caption Retrieval?
Maurits Bleeker, Maarten de Rijke
arXiv_AI
arXiv_AI
Image_Caption
Optimization
Represenation_Learning
Image_Retrieval
Caption
PDF
2022-02-14
Learning Weakly-Supervised Contrastive Representations
Yao-Hung Hubert Tsai, Tianqin Li, Weixin Liu, Peiyuan Liao, Ruslan Salakhutdinov, Louis-Philippe Morency
arXiv_AI
arXiv_AI
Unsupervised
Represenation_Learning
Self-Supervised
Contrastive_Learning
PDF
2022-02-14
UserBERT: Modeling Long- and Short-Term User Preferences via Self-Supervision
Tianyu Li, Ali Cevahir, Derek Cho, Hao Gong, DuyKhuong Nguyen, Bjorn Stenger
arXiv_AI
arXiv_AI
Bert
Represenation_Learning
Self-Supervised
Pose
Action
PDF
2022-02-14
Learn by Challenging Yourself: Contrastive Visual Representation Learning with Hard Sample Generation
Yawen Wu, Zhepeng Wang, Dewen Zeng, Yiyu Shi, Jingtong Hu
arXiv_CV
arXiv_CV
Transfer_Learning
Represenation_Learning
Knowledge
Self-Supervised
Pose
Contrastive_Learning
Classification
PDF
2022-02-13
Hierarchical Point Cloud Encoding and Decoding with Lightweight Self-Attention based Model
En Yen Puang, Hao Zhang, Hongyuan Zhu, Wei Jing
arXiv_CV
arXiv_CV
Reconstruction
Segmentation
Unsupervised
Point_Cloud
3D
Represenation_Learning
Pose
Classification
Attention
PDF
2022-02-13
Incremental user embedding modeling for personalized text classification
Ruixue Lian, Che-Wei Huang, Yuqing Tang, Qilong Gu, Chengyuan Ma, Chenlei Guo
arXiv_CL
arXiv_CL
Transformer
Embedding
Text_Classification
Represenation_Learning
Pose
Action
Classification
Prediction
QA
PDF
2022-02-13
Geometric Graph Representation Learning via Maximizing Rate Reduction
Xiaotian Han, Zhimeng Jiang, Ninghao Liu, Qingquan Song, Jundong Li, Xia Hu
arXiv_AI
arXiv_AI
Unsupervised
Represenation_Learning
Pose
Contrastive_Learning
Classification
Detection
PDF
2022-02-13
Uni-Retriever: Towards Learning The Unified Embedding Based Retriever in Bing Sponsored Search
Jianjin Zhang, Zheng Liu, Weihao Han, Shitao Xiao, Ruicheng Zheng, Yingxia Shao, Hao Sun, Hanqing Zhu, Premkumar Srinivasan, Denvy Deng, Qi Zhang, Xing Xie
arXiv_CL
arXiv_CL
Embedding
Represenation_Learning
Knowledge
Pose
Contrastive_Learning
PDF
2022-02-11
Investigating Power laws in Deep Representation Learning
Arna Ghosh, Arnab Kumar Mondal, Kumar Krishna Agrawal, Blake Richards
arXiv_AI
arXiv_AI
Transformer
Recognition
Represenation_Learning
Knowledge
Self-Supervised
PDF
2022-02-10
Using Navigational Information to Learn Visual Representations
Lizhen Zhu, Brad Wyble, James Z. Wang
arXiv_AI
arXiv_AI
Unsupervised
Represenation_Learning
Self-Supervised
Contrastive_Learning
Classification
PDF
2022-02-09
Sampling Strategy for Fine-Tuning Segmentation Models to Crisis Area under Scarcity of Data
Adrianna Janik, Kris Sankaran
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Represenation_Learning
Pose
Deep_Learning
Detection
PDF
2022-02-09
A Multimodal Canonical-Correlated Graph Neural Network for Energy-Efficient Speech Enhancement
Leandro Aparecido Passos, João Paulo Papa, Amir Hussain, Ahsan Adeel
arXiv_SD
arXiv_SD
Reconstruction
Embedding
Enhancement
Represenation_Learning
Speech
Self-Supervised
Pose
Relation
PDF
2022-02-09
Learning to Bootstrap for Combating Label Noise
Yuyin Zhou, Xianhang Li, Fengze Liu, Xuxi Chen, Lequan Yu, Cihang Xie, Matthew P. Lungren, Lei Xing
arXiv_CV
arXiv_CV
Represenation_Learning
Pose
Medical
Prediction
PDF
2022-02-09
Distillation with Contrast is All You Need for Self-Supervised Point Cloud Representation Learning
Kexue Fu, Peng Gao, Renrui Zhang, Hongsheng Li, Yu Qiao, Manning Wang
arXiv_CV
arXiv_CV
Point_Cloud
3D
Represenation_Learning
Knowledge
Self-Supervised
Pose
Contrastive_Learning
Action
Classification
Relation
Attention
PDF
2022-02-09
Covariate-informed Representation Learning with Samplewise Optimal Identifiable Variational Autoencoders
Young-geun Kim, Ying Liu, Xuexin Wei
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Relation
PDF
2022-02-08
TransformNet: Self-supervised representation learning through predicting geometric transformations
Sayed Hashim, Muhammad Ali
arXiv_CV
arXiv_CV
Unsupervised
Recognition
Text_Classification
Represenation_Learning
Salient
Self-Supervised
Pose
Quantitative
Classification
Image_Classification
PDF
2022-02-08
Generative multitask learning mitigates target-causing confounding
Taro Makino, Krzysztof Geras, Kyunghyun Cho
arXiv_AI
arXiv_AI
Represenation_Learning
Pose
Classification
PDF
2022-02-08
Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion
Ling Yang, Shenda Hong, Luxia Zhang
arXiv_AI
arXiv_AI
Unsupervised
Optimization
Sparse
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
Classification
Detection
Attention
PDF
2022-02-08
Self-Paced Imbalance Rectification for Class Incremental Learning
Zhiheng Liu, Kai Zhu, Yang Cao
arXiv_CV
arXiv_CV
Embedding
Optimization
Represenation_Learning
Pose
PDF
2022-02-08
Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities
Yihong Tang, Ao Qu, Andy H.F. Chow, William H.K. Lam, S.C. Wong, Wei Ma
arXiv_AI
arXiv_AI
Embedding
Represenation_Learning
Knowledge
Adversarial
Pose
Deep_Learning
Detection
Object_Detection
Prediction
PDF
2022-02-07
Self-Supervised Representation Learning for Speech Using Visual Grounding and Masked Language Modeling
Puyuan Peng, David Harwath
arXiv_CV
arXiv_CV
Transformer
Represenation_Learning
Speech
Self-Supervised
Pose
Language_Model
PDF
2022-02-07
Deep Impulse Responses: Estimating and Parameterizing Filters with Deep Networks
Alexander Richard, Peter Dodds, Vamsi Krishna Ithapu
arXiv_SD