Few-Shot
Few-Shot
2021-02-25
Domain Adaptation for Learning Generator from Paired Few-Shot Data
Chun-Chih Teng, Pin-Yu Chen, Wei-Chen Chiu
arXiv_CV
arXiv_CV
Knowledge
Pose
Quantitative
Relation
Few-Shot
GAN
PDF
2021-02-25
Meta-Learning for improving rare word recognition in end-to-end ASR
Florian Lux, Ngoc Thang Vu
arXiv_SD
arXiv_SD
Embedding
Recognition
Speech
Pose
Face
Few-Shot
Speech_Recognition
PDF
2021-02-24
PsiPhi-Learning: Reinforcement Learning with Demonstrations using Successor Features and Inverse Temporal Difference Learning
Angelos Filos, Clare Lyle, Yarin Gal, Sergey Levine, Natasha Jaques, Gregory Farquhar
arXiv_AI
arXiv_AI
Reinforcement_Learning
Zero-Shot
Pose
Action
Few-Shot
Autonomous
PDF
2021-02-24
Image Augmentation for Multitask Few-Shot Learning: Agricultural Domain Use-Case
Sergey Nesteruk, Dmitrii Shadrin, Mariia Pukalchik
arXiv_AI
arXiv_AI
Segmentation
Semantic_Segmentation
Classification
Deep_Learning
Detection
Few-Shot
Object_Detection
Denoising
PDF
2021-02-24
Trajectory-Based Meta-Learning for Out-Of-Vocabulary Word Embedding Learning
Gordon Buck, Andreas Vlachos
arXiv_CL
arXiv_CL
Embedding
Pose
Few-Shot
PDF
2021-02-24
Enabling the Network to Surf the Internet
Zhuoling Li, Haohan Wang, Tymoteusz Swistek, Weixin Chen, Yuanzheng Li, Haoqian Wang
arXiv_CV
arXiv_CV
Unsupervised
Knowledge
Self-Supervised
Pose
Few-Shot
PDF
2021-02-24
Should I Look at the Head or the Tail? Dual-awareness Attention for Few-Shot Object Detection
Tung-I Chen, Yueh-Cheng Liu, Hung-Ting Su, Yu-Cheng Chang, Yu-Hsiang Lin, Jia-Fong Yeh, Winston H. Hsu
arXiv_CV
arXiv_CV
Pose
Classification
Detection
Relation
Few-Shot
Object_Detection
Attention
PDF
2021-02-22
MetaDelta: A Meta-Learning System for Few-shot Image Classification
Yudong Chen, Chaoyu Guan, Zhikun Wei, Xin Wang, Wenwu Zhu
arXiv_AI
arXiv_AI
Pose
Classification
Few-Shot
Image_Classification
Inference
Prediction
PDF
2021-02-21
Learning Compositional Representation for Few-shot Visual Question Answering
Dalu Guo, Dacheng Tao
arXiv_CV
arXiv_CV
Pose
Deep_Learning
VQA
Few-Shot
GAN
QA
PDF
2021-02-20
On Fast Adversarial Robustness Adaptation in Model-Agnostic Meta-Learning
Ren Wang, Kaidi Xu, Sijia Liu, Pin-Yu Chen, Tsui-Wei Weng, Chuang Gan, Meng Wang
arXiv_AI
arXiv_AI
Regularization
Adversarial
Pose
Contrastive_Learning
Few-Shot
PDF
2021-02-19
Calibrate Before Use: Improving Few-Shot Performance of Language Models
Tony Z. Zhao, Eric Wallace, Shi Feng, Dan Klein, Sameer Singh
arXiv_CL
arXiv_CL
Few-Shot
Language_Model
Prediction
PDF
2021-02-17
Grid Cell Path Integration For Movement-Based Visual Object Recognition
Niels Leadholm (1 and 2), Marcus Lewis (1), Subutai Ahmad (1) ((1) Numenta, (2) The University of Oxford)
arXiv_AI
arXiv_AI
Recognition
RNN
Pose
Action
Classification
Few-Shot
Inference
Prediction
PDF
2021-02-17
One-shot action recognition towards novel assistive therapies
Alberto Sabater, Laura Santos, Jose Santos-Victor, Alexandre Bernardino, Luis Montesano, Ana C. Murillo
arXiv_CV
arXiv_CV
Recognition
Action_Recognition
Action
Quantitative
Few-Shot
Medical
Activity
CNN
PDF
2021-02-17
Few-shot Conformal Prediction with Auxiliary Tasks
Adam Fisch, Tal Schuster, Tommi Jaakkola, Regina Barzilay
arXiv_AI
arXiv_AI
Classification
Few-Shot
Prediction
PDF
2021-02-17
Integrating Pre-trained Model into Rule-based Dialogue Management
Jun Quan, Meng Yang, Qiang Gan, Deyi Xiong, Yiming Liu, Yuchen Dong, Fangxin Ouyang, Jun Tian, Ruiling Deng, Yongzhi Li, Yang Yang, Daxin Jiang
arXiv_AI
arXiv_AI
Pose
Few-Shot
PDF
2021-02-16
COCO-LM: Correcting and Contrasting Text Sequences for Language Model Pretraining
Yu Meng, Chenyan Xiong, Payal Bajaj, Saurabh Tiwary, Paul Bennett, Jiawei Han, Xia Song
arXiv_CL
arXiv_CL
Self-Supervised
Contrastive_Learning
Few-Shot
Language_Model
PDF
2021-02-16
Semi Supervised Learning For Few-shot Audio Classification By Episodic Triplet Mining
Swapnil Bhosale, Rupayan Chakraborty, Sunil Kumar Kopparapu
arXiv_SD
arXiv_SD
Semi_Supervised
Recognition
Pose
Classification
Detection
Few-Shot
PDF
2021-02-16
FEWS: Large-Scale, Low-Shot Word Sense Disambiguation with the Dictionary
Terra Blevins, Mandar Joshi, Luke Zettlemoyer
arXiv_CL
arXiv_CL
Transfer_Learning
Zero-Shot
Knowledge
Few-Shot
PDF
2021-02-15
One-shot learning for the long term: consolidation with an artificial hippocampal algorithm
Gideon Kowadlo, Abdelrahman Ahmed, David Rawlinson
arXiv_AI
arXiv_AI
Knowledge
Few-Shot
PDF
2021-02-15
Prompt Programming for Large Language Models: Beyond the Few-Shot Paradigm
Laria Reynolds, Kyle McDonell
arXiv_AI
arXiv_AI
Few-Shot
Language_Model
PDF
2021-02-14
Multi-Objective Meta Learning
Feiyang Ye, Baijiong Lin, Zhixiong Yue, Pengxin Guo, Qiao Xiao, Yu Zhang
arXiv_AI
arXiv_AI
NAS
Gradient_Descent
Optimization
Pose
Few-Shot
PDF
2021-02-14
Model-Agnostic Graph Regularization for Few-Shot Learning
Ethan Shen, Maria Brbic, Nicholas Monath, Jiaqi Zhai, Manzil Zaheer, Jure Leskovec
arXiv_CV
arXiv_CV
Optimization
Regularization
Knowledge
Knowledge_Graph
Pose
Classification
Relation
Few-Shot
PDF
2021-02-11
COVID-19 detection from scarce chest x-ray image data using deep learning
Shruti Jadon
arXiv_CV
arXiv_CV
Unsupervised
Transfer_Learning
Pose
Deep_Learning
Detection
Few-Shot
Medical
PDF
2021-02-10
Application of Yolo on Mask Detection Task
Ren Liu, Ziang Ren
arXiv_CV
arXiv_CV
Surveillance
Pose
Face
Classification
Deep_Learning
Detection
Few-Shot
PDF
2021-02-10
Language Models for Lexical Inference in Context
Martin Schmitt, Hinrich Schütze
arXiv_AI
arXiv_AI
Relation
Few-Shot
Inference
Language_Model
PDF
2021-02-09
Transfer learning based few-shot classification using optimal transport mapping from preprocessed latent space of backbone neural network
Tomáš Chobola, Daniel Vašata, Pavel Kordík
arXiv_CV
arXiv_CV
Transfer_Learning
Classification
Few-Shot
Image_Classification
PDF
2021-02-08
End-to-end Generative Zero-shot Learning via Few-shot Learning
Georgios Chochlakis, Efthymios Georgiou, Alexandros Potamianos
arXiv_CV
arXiv_CV
Zero-Shot
Pose
Few-Shot
PDF
2021-02-08
Partial Is Better Than All: Revisiting Fine-tuning Strategy for Few-shot Learning
Zhiqiang Shen, Zechun Liu, Jie Qin, Marios Savvides, Kwang-Ting Cheng
arXiv_AI
arXiv_AI
Knowledge
Pose
Few-Shot
PDF
2021-02-07
CSS-LM: A Contrastive Framework for Semi-supervised Fine-tuning of Pre-trained Language Models
Yusheng Su, Xu Han, Yankai Lin, Zhengyan Zhang, Zhiyuan Liu, Peng Li, Maosong Sun
arXiv_CL
arXiv_CL
Few-Shot
Language_Model
PDF
2021-02-06
Neural Data-to-Text Generation with LM-based Text Augmentation
Ernie Chang, Xiaoyu Shen, Dawei Zhu, Vera Demberg, Hui Su
arXiv_CL
arXiv_CL
Weakly_Supervised
Pose
Few-Shot
Text_Generation
PDF
2021-02-05
Exploring the Limits of Few-Shot Link Prediction in Knowledge Graphs
Dora Jambor, Komal Teru, Joelle Pineau, William L. Hamilton
arXiv_AI
arXiv_AI
Zero-Shot
Knowledge
Knowledge_Graph
Relation
Few-Shot
Prediction
PDF
2021-02-05
Hyperspherical embedding for novel class classification
Rafael S. Pereira, Alexis Joly, Patrick Valduriez, Fabio Porto
arXiv_AI
arXiv_AI
Embedding
Pose
Classification
Deep_Learning
Few-Shot
CNN
Image_Classification
PDF
2021-02-05
Metric Embedding Sub-discrimination Study
Ryan Furlong, Vincent O'Brien, James Garland, Francisco Dominguez-Mateos
arXiv_CV
arXiv_CV
Embedding
Zero-Shot
Salient
Emotion
Face
Few-Shot
PDF
2021-02-05
CharacterGAN: Few-Shot Keypoint Character Animation and Reposing
Tobias Hinz, Matthew Fisher, Oliver Wang, Eli Shechtman, Stefan Wermter
arXiv_CV
arXiv_CV
Pose
Few-Shot
GAN
PDF
2021-02-02
Neural Data Augmentation via Example Extrapolation
Kenton Lee, Kelvin Guu, Luheng He, Tim Dozat, Hyung Won Chung
arXiv_AI
arXiv_AI
Pose
Action
Classification
Relation
Few-Shot
Relation_Extraction
PDF
2021-02-01
Few-shot Image Classification with Multi-Facet Prototypes
Kun Yan, Zied Bouraoui, Ping Wang, Shoaib Jameel, Steven Schockaert
arXiv_AI
arXiv_AI
Embedding
Pose
Face
Classification
Few-Shot
GAN
Image_Classification
PDF
2021-02-01
Few-shot Learning for CT Scan based COVID-19 Diagnosis
Yifan Jiang, Han Chen, David K. Han, Hanseok Ko
arXiv_CV
arXiv_CV
Sparse
Pose
Deep_Learning
Few-Shot
Medical
PDF
2021-01-30
On Data Efficiency of Meta-learning
Maruan Al-Shedivat, Liam Li, Eric Xing, Ameet Talwalkar
arXiv_AI
arXiv_AI
Pose
Few-Shot
Prediction
PDF
2021-01-29
Few-Shot Learning for Road Object Detection
Anay Majee, Kshitij Agrawal, Anbumani Subramanian
arXiv_CV
arXiv_CV
Deep_Learning
Detection
Few-Shot
Object_Detection
PDF
2021-01-29
Few-Shot Domain Adaptation for Grammatical Error Correction via Meta-Learning
Shengsheng Zhang, Yaping Huang, Yun Chen, Liner Yang, Chencheng Wang, Erhong Yang
arXiv_CL
arXiv_CL
Transfer_Learning
Pose
Few-Shot
PDF
2021-01-28
Generalising via Meta-Examples for Continual Learning in the Wild
Alessia Bertugli, Stefano Vincenzi, Simone Calderara, Andrea Passerini
arXiv_CV
arXiv_CV
Unsupervised
Few-Shot
Attention
PDF
2021-01-28
A Neural Few-Shot Text Classification Reality Check
Thomas Dopierre, Christophe Gravier, Wilfried Logerais
arXiv_CL
arXiv_CL
Transformer
Embedding
Text_Classification
Pose
Classification
Detection
Few-Shot
PDF
2021-01-28
COMPAS: Representation Learning with Compositional Part Sharing for Few-Shot Classification
Ju He, Adam Kortylewski, Alan Yuille
arXiv_CV
arXiv_CV
Represenation_Learning
Knowledge
Classification
Few-Shot
Attention
Image_Classification
PDF
2021-01-28
ProtoDA: Efficient Transfer Learning for Few-Shot Intent Classification
Manoj Kumar, Varun Kumar, Hadrien Glaude, Cyprien delichy, Aman Alok, Rahul Gupta
arXiv_CL
arXiv_CL
Embedding
Transfer_Learning
Classification
Few-Shot
Language_Model
PDF
2021-01-27
Combat Data Shift in Few-shot Learning with Knowledge Graph
Yongchun zhu, Fuzhen Zhuang, Xiangliang Zhang, Zhiyuan Qi, Zhiping Shi, Qing He
arXiv_AI
arXiv_AI
Knowledge
Knowledge_Graph
Pose
Few-Shot
PDF
2021-01-27
Multilingual and cross-lingual document classification: A meta-learning approach
Niels van der Heijden, Helen Yannakoudakis, Pushkar Mishra, Ekaterina Shutova
arXiv_CL
arXiv_CL
Pose
Classification
Deep_Learning
Few-Shot
PDF
2021-01-27
Edge-Labeling based Directed Gated Graph Network for Few-shot Learning
Peixiao Zheng, Xin Guo, Lin Qi
arXiv_CV
arXiv_CV
Pose
Few-Shot
CNN
PDF
2021-01-26
Revisiting Contrastive Learning for Few-Shot Classification
Orchid Majumder, Avinash Ravichandran, Subhransu Maji, Marzia Polito, Rahul Bhotika, Stefano Soatto
arXiv_CV
arXiv_CV
Embedding
Self-Supervised
Pose
Contrastive_Learning
Classification
Few-Shot
PDF
2021-01-26
Few-Shot Semantic Parsing for New Predicates
Zhuang Li, Lizhen Qu, Shuo Huang, Gholamreza Haffari
arXiv_AI
arXiv_AI
Pose
Few-Shot
Attention
PDF
2021-01-26
El Volumen Louder Por Favor: Code-switching in Task-oriented SemanticParsing
Arash Einolghozati, Abhinav Arora, Lorena Sainz-Maza Lecanda, Anuj Kumar, Sonal Gupta
arXiv_AI
arXiv_AI
OCR
Zero-Shot
Pose
Few-Shot
Language_Model
PDF
2021-01-25
ATRM: Attention-based Task-level Relation Module for GNN-based Few-shot Learning
Yurong Guo, Zhanyu Ma, Xiaoxu Li, Yuan Dong
arXiv_CV
arXiv_CV
Embedding
Pose
Classification
Relation
Few-Shot
Attention
PDF
2021-01-24
Improving Few-Shot Learning with Auxiliary Self-Supervised Pretext Tasks
Nathaniel Simard, Guillaume Lagrange
arXiv_CV
arXiv_CV
Represenation_Learning
Self-Supervised
Classification
Few-Shot
PDF
2021-01-24
Does Head Label Help for Long-Tailed Multi-Label Text Classification
Lin Xiao, Xiangliang Zhang, Liping Jing, Chi Huang, Mingyang Song
arXiv_CL
arXiv_CL
Text_Classification
Knowledge
Pose
Action
Classification
Few-Shot
PDF
2021-01-23
Contrastive Prototype Learning with Augmented Embeddings for Few-Shot Learning
Yizhao Gao, Nanyi Fei, Guangzhen Liu, Zhiwu Lu, Tao Xiang, Songfang Huang
arXiv_CV
arXiv_CV
Embedding
Pose
Few-Shot
PDF
2021-01-21
Learning rich touch representations through cross-modal self-supervision
Martina Zambelli, Yusuf Aytar, Francesco Visin, Yuxiang Zhou, Raia Hadsell
arXiv_RO
arXiv_RO
Self-Supervised
Pose
Classification
Few-Shot
PDF
2021-01-20
Few-shot Action Recognition with Prototype-centered Attentive Learning
Xiatian Zhu, Antoine Toisoul, Juan-Manuel Prez-Ra, Li Zhang, Brais Martinez, Tao Xiang
arXiv_CV
arXiv_CV
Recognition
Pose
Contrastive_Learning
Action_Recognition
Action
Few-Shot
PDF
2021-01-19
Cross-domain few-shot learning with unlabelled data
Fupin Yao
arXiv_CV
arXiv_CV
Knowledge
Self-Supervised
Pose
Few-Shot
PDF
2021-01-18
Machine learning with limited data
Fupin Yao
arXiv_CV
arXiv_CV
Recognition
Pose_Estimation
Pose
Face
Classification
Deep_Learning
Detection
Relation
Few-Shot
Object_Detection
Face_Recognition
Attention
Medical
Image_Classification
PDF
2021-01-17
What Makes Good In-Context Examples for GPT-$3$?
Jiachang Liu, Dinghan Shen, Yizhe Zhang, Bill Dolan, Lawrence Carin, Weizhu Chen
arXiv_CL
arXiv_CL
Knowledge
Pose
Few-Shot
Attention
Text_Generation
PDF
2021-01-17
Few Shot Dialogue State Tracking using Meta-learning
Saket Dingliwal, Bill Gao, Sanchit Agarwal, Chien-Wei Lin, Tagyoung Chung, Dilek Hakkani-Tur
arXiv_CL
arXiv_CL
Tracking
Knowledge
Pose
Few-Shot
QA
PDF
2021-01-16
Free Lunch for Few-shot Learning: Distribution Calibration
Shuo Yang, Lu Liu, Min Xu
arXiv_CV
arXiv_CV
Classification
Few-Shot
PDF
2021-01-15
Temporal-Relational CrossTransformers for Few-Shot Action Recognition
Toby Perrett, Alessandro Masullo, Tilo Burghardt, Majid Mirmehdi, Dima Damen
arXiv_CV
arXiv_CV
Transformer
Recognition
Pose
Action_Recognition
Action
Relation
Few-Shot
Attention
Matching
PDF
2021-01-13
Learning to Focus: Cascaded Feature Matching Network for Few-shot Image Recognition
Mengting Chen, Xinggang Wang, Heng Luo, Yifeng Geng, Wenyu Liu
arXiv_CV
arXiv_CV
Recognition
Pose
Relation
Few-Shot
Matching
PDF
2021-01-12
Towards Faster and Stabilized GAN Training for High-fidelity Few-shot Image Synthesis
Bingchen Liu, Yizhe Zhu, Kunpeng Song, Ahmed Elgammal
arXiv_AI
arXiv_AI
Adversarial
Self-Supervised
Pose
Few-Shot
GAN
PDF
2021-01-12
Self-Training Pre-Trained Language Models for Zero- and Few-Shot Multi-Dialectal Arabic Sequence Labeling
Muhammad Khalifa, Muhammad Abdul-Mageed, Khaled Shaalan
arXiv_AI
arXiv_AI
Zero-Shot
Speech
Pose
Few-Shot
Language_Model
PDF
2021-01-11
Lesion2Vec: Deep Metric Learning for Few Shot Multiple Lesions Recognition in Wireless Capsule Endoscopy
Sodiq Adewole, Philip Fernandez, James Jablonski, Sana Syed, Andrew Copland, Michael Porter, Donald Brown
arXiv_CV
arXiv_CV
Embedding
Recognition
Classification
Few-Shot
CNN
PDF
2021-01-10
Adaptive Prototypical Networks with Label Words and Joint Representation Learning for Few-Shot Relation Classification
Yan Xiao, Yaochu Jin, Kuangrong Hao
arXiv_CL
arXiv_CL
Represenation_Learning
Knowledge
Pose
Action
Classification
Relation
Few-Shot
PDF
2021-01-09
Detecting, Localising and Classifying Polyps from Colonoscopy Videos using Deep Learning
Yu Tian, Leonardo Zorron Cheng Tao Pu, Yuyuan Liu, Gabriel Maicas, Johan W. Verjans, Alastair D. Burt, Seon Ho Shin, Rajvinder Singh, Gustavo Carneiro
arXiv_CV
arXiv_CV
Pose
Classification
Deep_Learning
Detection
Few-Shot
PDF
2021-01-07
Few-Shot Learning with Class Imbalance
Mateusz Ochal, Massimiliano Patacchiola, Amos Storkey, Jose Vazquez, Sen Wang
arXiv_CV
arXiv_CV
Optimization
Pose
Few-Shot
PDF
2021-01-07
Simplified DOM Trees for Transferable Attribute Extraction from the Web
Yichao Zhou, Ying Sheng, Nguyen Vo, Nick Edmonds, Sandeep Tata
arXiv_CL
arXiv_CL
Knowledge
Pose
Action
Relation
Few-Shot
Recommendation
PDF
2021-01-05
Local Propagation for Few-Shot Learning
Yann Lifchitz, Yannis Avrithis, Sylvaine Picard
arXiv_CV
arXiv_CV
Image_Caption
Few-Shot
Inference
PDF
2021-01-05
Fixed-MAML for Few Shot Classification in Multilingual Speech Emotion Recognition
Anugunj Naman, Liliana Mancini
arXiv_SD
arXiv_SD
Recognition
Speech
Pose
Emotion
Classification
Few-Shot
PDF
2021-01-03
Meta-Learning Conjugate Priors for Few-Shot Bayesian Optimization
Ruduan Plug
arXiv_AI
arXiv_AI
Optimization
Pose
Few-Shot
PDF
2021-01-03
Few-shot Image Classification: Just Use a Library of Pre-trained Feature Extractors and a Simple Classifier
Arkabandhu Chowdhury, Mingchao Jiang, Chris Jermaine
arXiv_AI
arXiv_AI
Transfer_Learning
Classification
Few-Shot
Image_Classification
PDF
2021-01-02
Few-Shot Question Answering by Pretraining Span Selection
Ori Ram, Yuval Kirstain, Jonathan Berant, Amir Globerson, Omer Levy
arXiv_CL
arXiv_CL
Pose
Few-Shot
QA
PDF
2021-01-01
Understanding Few-Shot Commonsense Knowledge Models
Jeff Da, Ronan Le Bras, Ximing Lu, Yejin Choi, Antoine Bosselut
arXiv_CL
arXiv_CL
Knowledge
Relation
Few-Shot
PDF
2021-01-01
B-SMALL: A Bayesian Neural Network approach to Sparse Model-Agnostic Meta-Learning
Anish Madan, Ranjitha Prasad
arXiv_AI
arXiv_AI
Gradient_Descent
Reinforcement_Learning
Sparse
Pose
Classification
Few-Shot
PDF
2021-01-01
Multi-task Retrieval for Knowledge-Intensive Tasks
Jean Maillard, Vladimir Karpukhin, Fabio Petroni, Wen-tau Yih, Barlas Oğuz, Veselin Stoyanov, Gargi Ghosh
arXiv_CL
arXiv_CL
Knowledge
Pose
Few-Shot
PDF
2020-12-31
Making Pre-trained Language Models Better Few-shot Learners
Tianyu Gao, Adam Fisch, Danqi Chen
arXiv_CL
arXiv_CL
Classification
Few-Shot
Language_Model
PDF
2020-12-31
A Closer Look at Few-Shot Crosslingual Transfer: Variance, Benchmarks and Baselines
Mengjie Zhao, Yi Zhu, Ehsan Shareghi, Roi Reichart, Anna Korhonen, Hinrich Schütze
arXiv_CL
arXiv_CL
Zero-Shot
Pose
Few-Shot
PDF
2020-12-31
FiD-Ex: Improving Sequence-to-Sequence Models for Extractive Rationale Generation
Kushal Lakhotia, Bhargavi Paranjape, Asish Ghoshal, Wen-tau Yih, Yashar Mehdad, Srinivasan Iyer
arXiv_CL
arXiv_CL
Few-Shot
Prediction
QA
PDF
2020-12-30
MM-FSOD: Meta and metric integrated few-shot object detection
Yuewen Li, Wenquan Feng, Shuchang Lyu, Qi Zhao, Xuliang Li
arXiv_CV
arXiv_CV
Embedding
Pose
Detection
Few-Shot
Object_Detection
CNN
PDF
2020-12-29
Few-Shot Named Entity Recognition: A Comprehensive Study
Jiaxin Huang, Chunyuan Li, Krishan Subudhi, Damien Jose, Shobana Balakrishnan, Weizhu Chen, Baolin Peng, Jianfeng Gao, Jiawei Han
arXiv_CL
arXiv_CL
Transformer
Recognition
Self-Supervised
Pose
Few-Shot
Language_Model
PDF
2020-12-29
Meta Adaptive Neural Ranking with Contrastive Synthetic Supervision
Si Sun, Yingzhuo Qian, Zhenghao Liu, Chenyan Xiong, Kaitao Zhang, Jie Bao, Zhiyuan Liu, Paul Bennett
arXiv_CL
arXiv_CL
Few-Shot
Medical
PDF
2020-12-28
Compositional Prototype Network with Multi-view Comparision for Few-Shot Point Cloud Semantic Segmentation
Xiaoyu Chen, Chi Zhang, Guosheng Lin, Jing Han
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Point_Cloud
3D
Pose
Few-Shot
Prediction
PDF
2020-12-27
Power Normalizations in Fine-grained Image, Few-shot Image and Graph Classification
Piotr Koniusz, Hongguang Zhang
arXiv_CV
arXiv_CV
Recognition
Classification
Deep_Learning
Relation
Few-Shot
CNN
PDF
2020-12-26
Spatial Contrastive Learning for Few-Shot Classification
Yassine Ouali, Céline Hudelot, Myriam Tami
arXiv_CV
arXiv_CV
Embedding
Pose
Contrastive_Learning
Classification
Few-Shot
Attention
PDF
2020-12-26
Few Shot Learning With No Labels
Aditya Bharti, N.B. Vineeth, C.V. Jawahar
arXiv_CV
arXiv_CV
Image_Caption
Classification
Few-Shot
PDF
2020-12-24
Task-Adaptive Negative Class Envision for Few-Shot Open-Set Recognition
Shiyuan Huang, Jiawei Ma, Guangxing Han, Shih-Fu Chang
arXiv_CV
arXiv_CV
Recognition
Knowledge
Pose
Few-Shot
PDF
2020-12-22
Few-Shot Text Generation with Pattern-Exploiting Training
Timo Schick, Hinrich Schütze
arXiv_CL
arXiv_CL
Text_Classification
Pose
Classification
Few-Shot
Summarization
Text_Generation
Language_Model
PDF
2020-12-20
PTN: A Poisson Transfer Network for Semi-supervised Few-shot Learning
Huaxi Huang, Junjie Zhang, Jian Zhang, Qiang Wu, Chang Xu
arXiv_CV
arXiv_CV
Embedding
Knowledge
Pose
Contrastive_Learning
Few-Shot
PDF
2020-12-17
On Episodes, Prototypical Networks, and Few-shot Learning
Steinar Laenen, Luca Bertinetto
arXiv_CV
arXiv_CV
Few-Shot
GAN
Matching
PDF
2020-12-14
Iterative label cleaning for transductive and semi-supervised few-shot learning
Michalis Lazarou, Yannis Avrithis, Tania Stathaki
arXiv_AI
arXiv_AI
Knowledge
Few-Shot
Inference
PDF
2020-12-14
Variable-Shot Adaptation for Online Meta-Learning
Tianhe Yu, Xinyang Geng, Chelsea Finn, Sergey Levine
arXiv_AI
arXiv_AI
Zero-Shot
Optimization
Few-Shot
PDF
2020-12-13
Pseudo Shots: Few-Shot Learning with Auxiliary Data
Reza Esfandiarpoor, Mohsen Hajabdollahi, Stephen H. Bach
arXiv_CV
arXiv_CV
Pose
Classification
Few-Shot
Image_Classification
PDF
2020-12-11
Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?
Malik Boudiaf, Hoel Kervadec, Ziko Imtiaz Masud, Pablo Piantanida, Ismail Ben Ayed, Jose Dolz
arXiv_CV
arXiv_CV
Segmentation
Few-Shot
Inference
PDF
2020-12-10
Are Fewer Labels Possible for Few-shot Learning?
Suichan Li, Dongdong Chen, Yinpeng Chen, Lu Yuan, Lei Zhang, Qi Chu, Nenghai Yu
arXiv_CV
arXiv_CV
Unsupervised
Pose
Few-Shot
PDF
2020-12-10
Flexible Few-Shot Learning with Contextual Similarity
Mengye Ren, Eleni Triantafillou, Kuan-Chieh Wang, James Lucas, Jake Snell, Xaq Pitkow, Andreas S. Tolias, Richard Zemel
arXiv_CV
arXiv_CV
Unsupervised
Pose
Face
Classification
Few-Shot
PDF
2020-12-10
Direct multimodal few-shot learning of speech and images
Leanne Nortje, Herman Kamper
arXiv_SD
arXiv_SD
Embedding
Unsupervised
Transfer_Learning
Speech
Pose
Few-Shot
Matching
PDF
2020-12-10
Few-shot Medical Image Segmentation using a Global Correlation Network with Discriminative Embedding
Liyan Sun, Chenxin Li, Xinghao Ding, Yue Huang, Guisheng Wang, Yizhou Yu
arXiv_CV
arXiv_CV
Segmentation
Embedding
Knowledge
Pose
Relation
Few-Shot
GAN
Medical
CNN
PDF
2020-12-09
Progressive Network Grafting for Few-Shot Knowledge Distillation
Chengchao Shen, Xinchao Wang, Youtan Yin, Jie Song, Sihui Luo, Mingli Song
arXiv_AI
arXiv_AI
Knowledge
Few-Shot
PDF
2020-12-07
Unsupervised Pre-training for Person Re-identification
Dengpan Fu, Dongdong Chen, Jianmin Bao, Hao Yang, Lu Yuan, Lei Zhang, Houqiang Li, Dong Chen
arXiv_CV
arXiv_CV
Person_Re-identification
Unsupervised
Few-Shot
Re-identification
PDF
2020-12-07
Fine-grained Angular Contrastive Learning with Coarse Labels
Guy Bukchin, Eli Schwartz, Kate Saenko, Ori Shahar, Rogerio Feris, Raja Giryes, Leonid Karlinsky
arXiv_CV
arXiv_CV
Self-Supervised
Pose
Contrastive_Learning
Classification
Few-Shot
PDF
2020-12-04
Few-shot Image Generation with Elastic Weight Consolidation
Yijun Li, Richard Zhang, Jingwan Lu, Eli Shechtman
arXiv_CV
arXiv_CV
Face
Few-Shot
PDF
2020-12-04
Event Guided Denoising for Multilingual Relation Learning
Amith Ananthram, Emily Allaway, Kathleen McKeown
arXiv_CL
arXiv_CL
Zero-Shot
Pose
Action
Relation
Few-Shot
Relation_Extraction
Denoising
PDF
2020-12-04
Few-Shot Event Detection with Prototypical Amortized Conditional Random Field
Xin Cong, Shiyao Cui, Bowen Yu, Tingwen Liu, Yubin Wang, Bin Wang
arXiv_CL
arXiv_CL
Pose
Action
Detection
Few-Shot
PDF
2020-12-03
SB-MTL: Score-based Meta Transfer-Learning for Cross-Domain Few-Shot Learning
John Cai, Bill Cai, Sheng Mei Shen
arXiv_AI
arXiv_AI
Classification
Deep_Learning
Few-Shot
PDF
2020-12-03
Meta-Generating Deep Attentive Metric for Few-shot Classification
Lei Zhang, Fei Zhou, Wei Wei, Yanning Zhang
arXiv_CV
arXiv_CV
Embedding
Pose
Classification
Few-Shot
PDF
2020-12-02
A Study of Few-Shot Audio Classification
Piper Wolters, Chris Careaga, Brian Hutchinson, Lauren Phillips
arXiv_SD
arXiv_SD
RNN
Classification
Deep_Learning
Few-Shot
GAN
Activity
CNN
Prediction
PDF
2020-12-02
Fine-Grained Few-Shot Classification with Feature Map Reconstruction Networks
Davis Wertheimer, Luming Tang, Bharath Hariharan
arXiv_CV
arXiv_CV
Reconstruction
Classification
Few-Shot
PDF
2020-12-02
Meta-KD: A Meta Knowledge Distillation Framework for Language Model Compression across Domains
Haojie Pan, Chengyu Wang, Minghui Qiu, Yichang Zhang, Yaliang Li, Jun Huang
arXiv_CL
arXiv_CL
Zero-Shot
Knowledge
Pose
Few-Shot
Inference
Language_Model
PDF
2020-12-02
Tensor Completion via Few-shot Convolutional Sparse Coding
Zhebin Wu, Chuan Chen, Cong Liu, Zibin Zheng
arXiv_CV
arXiv_CV
Sparse
Regularization
Pose
Quantitative
Few-Shot
CNN
PDF
2020-12-02
ReMP: Rectified Metric Propagation for Few-Shot Learning
Yang Zhao, Chunyuan Li, Ping Yu, Changyou Chen
arXiv_CV
arXiv_CV
Pose
Few-Shot
Prediction
PDF
2020-12-01
CPM: A Large-scale Generative Chinese Pre-trained Language Model
Zhengyan Zhang, Xu Han, Hao Zhou, Pei Ke, Yuxian Gu, Deming Ye, Yujia Qin, Yusheng Su, Haozhe Ji, Jian Guan, Fanchao Qi, Xiaozhi Wang, Yanan Zheng, Guoyang Zeng, Huanqi Cao, Shengqi Chen, Daixuan Li, Zhenbo Sun, Zhiyuan Liu, Minlie Huang, Wentao Han, Jie Tang, Juanzi Li, Xiaoyan Zhu, Maosong Sun
arXiv_CL
arXiv_CL
Zero-Shot
Knowledge
Few-Shot
Attention
Language_Model
PDF
2020-12-01
How to fine-tune deep neural networks in few-shot learning?
Peng Peng, Jiugen Wang
arXiv_CV
arXiv_CV
Deep_Learning
Few-Shot
PDF
2020-11-30
A Few Guidelines for Incremental Few-Shot Segmentation
Fabio Cermelli, Massimiliano Mancini, Yongqin Xian, Zeynep Akata, Barbara Caputo
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Regularization
Few-Shot
PDF
2020-11-30
Meta learning to classify intent and slot labels with noisy few shot examples
Shang-Wen Li, Jason Krone, Shuyan Dong, Yi Zhang, Yaser Al-onaizan
arXiv_CL
arXiv_CL
Pose
Classification
Deep_Learning
Few-Shot
Inference
PDF
2020-11-30
Adaptive Compact Attention For Few-shot Video-to-video Translation
Risheng Huang, Li Shen, Xuan Wang, Cheng Lin, Hao-Zhi Huang
arXiv_CV
arXiv_CV
Pose
Relation
Few-Shot
Attention
Inference
PDF
2020-11-30
AFD-Net: Adaptive Fully-Dual Network for Few-Shot Object Detection
Longyao Liu, Bo Ma, Yulin Zhang, Xin Yi, Haozhi Li
arXiv_CV
arXiv_CV
Embedding
Pose
Action
Classification
Detection
Few-Shot
Object_Detection
Attention
PDF
2020-11-30
Revisiting Unsupervised Meta-Learning: Amplifying or Compensating for the Characteristics of Few-Shot Tasks
Han-Jia Ye, Lu Han, De-Chuan Zhan
arXiv_CV
arXiv_CV
Embedding
Unsupervised
Recognition
Classification
Few-Shot
Image_Classification
PDF
2020-11-30
Multi-scale Adaptive Task Attention Network for Few-Shot Learning
Haoxing Chen, Huaxiong Li, Yaohui Li, Chunlin Chen
arXiv_AI
arXiv_AI
Pose
Relation
Few-Shot
Attention
PDF
2020-11-30
Annotation-Efficient Untrimmed Video Action Recognition
Yixiong Zou, Shanghang Zhang, Guangyao Chen, Yonghong Tian, Kurt Keutzer, José M. F. Moura
arXiv_CV
arXiv_CV
Recognition
Pose
Contrastive_Learning
Action_Recognition
Action
Classification
Deep_Learning
Detection
Few-Shot
Activity
PDF
2020-11-29
BSNet: Bi-Similarity Network for Few-shot Fine-grained Image Classification
Xiaoxu Li, Jijie Wu, Zhuo Sun, Zhanyu Ma, Jie Cao, Jing-Hao Xue
arXiv_CV
arXiv_CV
Embedding
Pose
Classification
Few-Shot
Attention
Image_Classification
PDF
2020-11-27
Context-Conditioning as Cognitive Control: Guiding Meta-learning with Task Information
Rachit Dubey, Erin Grant, Michael Luo, Karthik Narasimhan, Thomas Griffiths
arXiv_AI
arXiv_AI
Reinforcement_Learning
Classification
Few-Shot
Inference
PDF
2020-11-26
How Well Do Self-Supervised Models Transfer?
Linus Ericsson, Henry Gouk, Timothy M. Hospedales
arXiv_CV
arXiv_CV
Recognition
Represenation_Learning
Self-Supervised
Classification
Detection
Few-Shot
Object_Detection
Prediction
PDF
2020-11-26
IFSS-Net: Interactive Few-Shot Siamese Network for Faster Muscles Segmentation and Propagation in 3-D Freehand Ultrasound
Dawood Al Chanti, Vanessa Gonzalez Duque, Marion Crouzier, Antoine Nordez, Lilian Lacourpaille, Diana Mateus
arXiv_AI
arXiv_AI
Segmentation
3D
Pose
Action
Few-Shot
PDF
2020-11-25
Augmentation-Interpolative AutoEncoders for Unsupervised Few-Shot Image Generation
Davis Wertheimer, Omid Poursaeed, Bharath Hariharan
arXiv_CV
arXiv_CV
Unsupervised
Few-Shot
PDF
2020-11-25
Match Them Up: Visually Explainable Few-shot Image Classification
Bowen Wang, Liangzhi Li, Manisha Verma, Yuta Nakashima, Ryo Kawasaki, Hajime Nagahara
arXiv_CV
arXiv_CV
Knowledge
Pose
Classification
Few-Shot
Image_Classification
Inference
PDF
2020-11-24
Persistent Mixture Model Networks for Few-Shot Image Classification
Arman Afrasiyabi, Jean-François Lalonde, Christian Gagné
arXiv_CV
arXiv_CV
Represenation_Learning
Classification
Few-Shot
GAN
Image_Classification
PDF
2020-11-23
BiOpt: Bi-Level Optimization for Few-Shot Segmentation
Jinlu Liu, Liang Song, Yongqiang Qin
arXiv_CV
arXiv_CV
Segmentation
Embedding
Optimization
Knowledge
Pose
Few-Shot
PDF
2020-11-22
RNNP: A Robust Few-Shot Learning Approach
Pratik Mazumder, Pravendra Singh, Vinay P. Namboodiri
arXiv_CV
arXiv_CV
RNN
Few-Shot
PDF
2020-11-20
An Effective Anti-Aliasing Approach for Residual Networks
Cristina Vasconcelos, Hugo Larochelle, Vincent Dumoulin, Nicolas Le Roux, Ross Goroshin
arXiv_CV
arXiv_CV
Classification
Deep_Learning
Few-Shot
Image_Classification
PDF
2020-11-19
Cooperating RPN's Improve Few-Shot Object Detection
Weilin Zhang, Yu-Xiong Wang, David A. Forsyth
arXiv_CV
arXiv_CV
Detection
Few-Shot
Object_Detection
PDF
2020-11-19
Hybrid Consistency Training with Prototype Adaptation for Few-Shot Learning
Meng Ye, Xiao Lin, Giedrius Burachas, Ajay Divakaran, Yi Yao
arXiv_CV
arXiv_CV
Embedding
Sparse
Represenation_Learning
Pose
Few-Shot
Inference
PDF
2020-11-18
Liquid Warping GAN with Attention: A Unified Framework for Human Image Synthesis
Wen Liu, Zhixin Piao, Zhi Tu, Wenhan Luo, Lin Ma, Shenghua Gao
arXiv_CV
arXiv_CV
3D
Adversarial
Self-Supervised
Pose
Face
Few-Shot
Denoising
Attention
GAN
CNN
PDF
2020-11-17
Multimodal Prototypical Networks for Few-shot Learning
Frederik Pahde, Mihai Puscas, Tassilo Klein, Moin Nabi
arXiv_CV
arXiv_CV
Embedding
Classification
Deep_Learning
Few-Shot
PDF
2020-11-17
Unsupervised BatchNorm Adaptation : A Domain Adaptation Method for Semantic Segmentation Without Using Source Domain Representations
Marvin Klingner, Jan-Aike Termöhlen, Jacob Ritterbach, Tim Fingscheidt
arXiv_CV
arXiv_CV
Segmentation
Unsupervised
Semantic_Segmentation
Few-Shot
PDF
2020-11-17
Semi-Supervised Few-Shot Atomic Action Recognition
Xiaoyuan Ni, Sizhe Song, Yu-Wing Tai, Chi-Keung Tang
arXiv_CV
arXiv_CV
Embedding
Unsupervised
Recognition
Pose
Action_Recognition
Action
Classification
Few-Shot
Attention
PDF
2020-11-14
Few-shot Object Grounding and Mapping for Natural Language Robot Instruction Following
Valts Blukis, Ross A. Knepper, Yoav Artzi
arXiv_AI
arXiv_AI
Few-Shot
PDF
2020-11-13
Zero-shot Learning for Relation Extraction
Jiaying Gong, Hoda Eldardiry
arXiv_CL
arXiv_CL
Zero-Shot
Knowledge
Pose
Action
Relation
Few-Shot
Relation_Extraction
PDF
2020-11-09
Closing the Generalization Gap in One-Shot Object Detection
Claudio Michaelis, Matthias Bethge, Alexander S. Ecker
arXiv_CV
arXiv_CV
Detection
Few-Shot
Object_Detection
PDF
2020-11-06
Self-Supervised Learning from Contrastive Mixtures for Personalized Speech Enhancement
Aswin Sivaraman, Minje Kim
arXiv_SD
arXiv_SD
Enhancement
Speech
Self-Supervised
Pose
Contrastive_Learning
Few-Shot
PDF
2020-11-06
Disentangling 3D Prototypical Networks For Few-Shot Concept Learning
Mihir Prabhudesai, Shamit Lal, Darshan Patil, Hsiao-Yu Tung, Adam W Harley, Katerina Fragkiadaki
arXiv_CV
arXiv_CV
3D
Self-Supervised
Pose
Classification
Detection
Relation
VQA
Few-Shot
Object_Detection
PDF
2020-11-06
Confusable Learning for Large-class Few-Shot Classification
Bingcong Li, Bo Han, Zhuowei Wang, Jing Jiang, Guodong Long
arXiv_CV
arXiv_CV
Pose
Classification
Few-Shot
Image_Classification
PDF
2020-11-05
Few-Shot Object Detection in Real Life: Case Study on Auto-Harvest
Kevin Riou, Jingwen Zhu, Suiyi Ling, Mathis Piquet, Vincent Truffault, Patrick Le Callet
arXiv_CV
arXiv_CV
Pose
Detection
Few-Shot
Object_Detection
PDF
2020-11-05
Entity Linking in 100 Languages
Jan A. Botha, Zifei Shan, Daniel Gillick
arXiv_CL
arXiv_CL
Enhancement
Knowledge
Pose
Few-Shot
PDF
2020-11-04
Investigating Novel Verb Learning in BERT: Selectional Preference Classes and Alternation-Based Syntactic Generalization
Tristan Thrush, Ethan Wilcox, Roger Levy
arXiv_CL
arXiv_CL
Bert
Pose
Deep_Learning
Relation
Few-Shot
PDF
2020-11-04
Few-Shot Font Generation with Deep Metric Learning
Haruka Aoki, Koki Tsubota, Hikaru Ikuta, Kiyoharu Aizawa
arXiv_CV
arXiv_CV
Pose
Contour
Few-Shot
PDF
2020-11-03
CMT in TREC-COVID Round 2: Mitigating the Generalization Gaps from Web to Special Domain Search
Chenyan Xiong, Zhenghao Liu, Si Sun, Zhuyun Dai, Kaitao Zhang, Shi Yu, Zhiyuan Liu, Hoifung Poon, Jianfeng Gao, Paul Bennett
arXiv_CL
arXiv_CL
Sparse
Relation
Few-Shot
Language_Model
PDF
2020-11-02
Emergent Communication Pretraining for Few-Shot Machine Translation
Yaoyiran Li, Edoardo M. Ponti, Ivan Vulić, Anna Korhonen
arXiv_AI
arXiv_AI
Unsupervised
Knowledge
NMT
Few-Shot
Inference
PDF
2020-10-31
Meta-Learning with Adaptive Hyperparameters
Sungyong Baik, Myungsub Choi, Janghoon Choi, Heewon Kim, Kyoung Mu Lee
arXiv_CV
arXiv_CV
Optimization
Pose
Few-Shot
PDF
2020-10-31
Combining Domain-Specific Meta-Learners in the Parameter Space for Cross-Domain Few-Shot Classification
Shuman Peng, Weilian Song, Martin Ester
arXiv_CV
arXiv_CV
Optimization
Knowledge
Pose
Classification
Few-Shot
PDF
2020-10-30
Bridging Text and Knowledge with Multi-Prototype Embedding for Few-Shot Relational Triple Extraction
Haiyang Yu, Ningyu Zhang, Shumin Deng, Hongbin Ye, Wei Zhang, Huajun Chen
arXiv_CL
arXiv_CL
Embedding
Regularization
Knowledge
Pose
Action
Relation
Few-Shot
PDF
2020-10-29
Few-Shot Complex Knowledge Base Question Answering via Meta Reinforcement Learning
Yuncheng Hua, Yuan-Fang Li, Gholamreza Haffari, Guilin Qi, Tongtong Wu
arXiv_AI
arXiv_AI
Reinforcement_Learning
Knowledge
Pose
Few-Shot
QA
PDF
2020-10-28
Handling Class Imbalance in Low-Resource Dialogue Systems by Combining Few-Shot Classification and Interpolation
Vishal Sunder, Eric Fosler-Lussier
arXiv_CL
arXiv_CL
Pose
Classification
Few-Shot
PDF
2020-10-27
Dynamic Boundary Time Warping for Sub-sequence Matching with Few Examples
Łukasz Borchmann, Dawid Jurkiewicz, Filip Graliński, Tomasz Górecki
arXiv_CL
arXiv_CL
Pose
Few-Shot
Matching
PDF
2020-10-26
Word Frequency Does Not Predict Grammatical Knowledge in Language Models
Charles Yu, Ryan Sie, Nico Tedeschi, Leon Bergen
arXiv_CL
arXiv_CL
Knowledge
Few-Shot
Language_Model
PDF
2020-10-26
Automatically Identifying Words That Can Serve as Labels for Few-Shot Text Classification
Timo Schick, Helmut Schmid, Hinrich Schütze
arXiv_AI
arXiv_AI
Text_Classification
Classification
Few-Shot
Language_Model
PDF
2020-10-25
Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference
Jian-Guo Zhang, Kazuma Hashimoto, Wenhao Liu, Chien-Sheng Wu, Yao Wan, Philip S. Yu, Richard Socher, Caiming Xiong
arXiv_AI
arXiv_AI
Embedding
Bert
Pose
Classification
Detection
Few-Shot
Attention
Inference
PDF
2020-10-24
Improving Zero and Few-Shot Abstractive Summarization with Intermediate Fine-tuning and Data Augmentation
Alexander R. Fabbri, Simeng Han, Haoyuan Li, Haoran Li, Marjan Ghazvininejad, Shafiq Joty, Dragomir Radev, Yashar Mehdad
arXiv_CL
arXiv_CL
Unsupervised
Zero-Shot
Self-Supervised
Few-Shot
Summarization
PDF
2020-10-24
Effective Distant Supervision for Temporal Relation Extraction
Xinyu Zhao, Shih-ting Lin, Greg Durrett
arXiv_CL
arXiv_CL
Transformer
Zero-Shot
Action
Relation
Few-Shot
Relation_Extraction
PDF
2020-10-23
Long Document Ranking with Query-Directed Sparse Transformer
Jyun-Yu Jiang, Chenyan Xiong, Chia-Jung Lee, Wei Wang
arXiv_AI
arXiv_AI
Transformer
Bert
Sparse
Few-Shot
Attention
Prediction
Matching
PDF
2020-10-22
Few-shot Image Recognition with Manifolds
Debasmit Das, J.H. Moon, C. S. George Lee
arXiv_CV
arXiv_CV
Recognition
Pose
Classification
Few-Shot
Attention
PDF
2020-10-22
The Turking Test: Can Language Models Understand Instructions?
Avia Efrat, Omer Levy
arXiv_AI
arXiv_AI
Few-Shot
Inference
Language_Model
PDF
2020-10-22
Few-Shot Adaptation of Generative Adversarial Networks
Esther Robb, Wen-Sheng Chu, Abhishek Kumar, Jia-Bin Huang
arXiv_CV
arXiv_CV
Adversarial
Pose
Quantitative
Few-Shot
GAN
PDF
2020-10-22
ConVEx: Data-Efficient and Few-Shot Slot Labeling
Matthew Henderson, Ivan Vulić
arXiv_CL
arXiv_CL
Pose
Few-Shot
Language_Model
PDF
2020-10-22
Restoring Negative Information in Few-Shot Object Detection
Yukuan Yang, Fangyu Wei, Miaojing Shi, Guoqi Li
arXiv_AI
arXiv_AI
Embedding
Classification
Deep_Learning
Detection
Few-Shot
Object_Detection
Image_Classification
Inference
PDF
2020-10-22
Task-Adaptive Feature Transformer for Few-Shot Segmentation
Jun Seo, Young-Hyun Park, Sung-Whan Yoon, Jaekyun Moon
arXiv_AI
arXiv_AI
Transformer
Segmentation
Semantic_Segmentation
Pose
Few-Shot
PDF
2020-10-21
Probing and Fine-tuning Reading Comprehension Models for Few-shot Event Extraction
Rui Feng, Jie Yuan, Chao Zhang
arXiv_CL
arXiv_CL
Zero-Shot
Knowledge
Pose
Action
Detection
Few-Shot
Prediction
PDF
2020-10-21
Self-Supervised Contrastive Learning for Efficient User Satisfaction Prediction in Conversational Agents
Mohammad Kachuee, Hao Yuan, Young-Bum Kim, Sungjin Lee
arXiv_CL
arXiv_CL
Transfer_Learning
Optimization
Self-Supervised
Pose
Contrastive_Learning
Action
Deep_Learning
Few-Shot
Prediction
PDF
2020-10-21
Learning to Decouple Relations: Few-Shot Relation Classification with Entity-Guided Attention and Confusion-Aware Training
Yingyao Wang, Junwei Bao, Guangyi Liu, Youzheng Wu, Xiaodong He, Bowen Zhou, Tiejun Zhao
arXiv_CL
arXiv_CL
Pose
Classification
Relation
Few-Shot
Attention
PDF
2020-10-20
Depth Guided Adaptive Meta-Fusion Network for Few-shot Video Recognition
Yuqian Fu, Li Zhang, Junke Wang, Yanwei Fu, Yu-Gang Jiang
arXiv_CV
arXiv_CV
Recognition
Pose
Action_Recognition
Action
Few-Shot
PDF
2020-10-19
Adaptive Attentional Network for Few-Shot Knowledge Graph Completion
Jiawei Sheng, Shu Guo, Zhenyu Chen, Juwei Yue, Lihong Wang, Tingwen Liu, Hongbo Xu
arXiv_CL
arXiv_CL
Knowledge
Knowledge_Graph
Pose
Relation
Few-Shot
Attention
Prediction
PDF
2020-10-19
Locally Linear Region Knowledge Distillation
Xiang Deng, Zhongfei (Mark) Zhang
arXiv_CV
arXiv_CV
Sparse
Knowledge
Pose
Few-Shot
PDF
2020-10-17
Directed Variational Cross-encoder Network for Few-shot Multi-image Co-segmentation
Sayan Banerjee, S Divakar Bhat, Subhasis Chaudhuri, Rajbabu Velmurugan
arXiv_CV
arXiv_CV
Segmentation
Embedding
Pose
Few-Shot
Inference
PDF
2020-10-17
Example-Driven Intent Prediction with Observers
Shikib Mehri, Mihail Eric, Dilek Hakkani-Tur
arXiv_AI
arXiv_AI
Bert
Pose
Classification
Few-Shot
Attention
Prediction
PDF
2020-10-16
Few-shot model-based adaptation in noisy conditions
Karol Arndt, Ali Ghadirzadeh, Murtaza Hazara, Ville Kyrki
arXiv_RO
arXiv_RO
Reinforcement_Learning
RNN
Pose
Few-Shot
PDF
2020-10-16
Training Data Generating Networks: Linking 3D Shapes and Few-Shot Classification
Biao Zhang, Peter Wonka
arXiv_CV
arXiv_CV
Reconstruction
3D
Pose
Classification
Few-Shot
PDF
2020-10-16
Auxiliary Task Reweighting for Minimum-data Learning
Baifeng Shi, Judy Hoffman, Kate Saenko, Trevor Darrell, Huijuan Xu
arXiv_CV
arXiv_CV
Pose
Classification
Few-Shot
PDF
2020-10-16
SF-UDA$^{3D}$: Source-Free Unsupervised Domain Adaptation for LiDAR-Based 3D Object Detection
Cristiano Saltori, Stéphane Lathuiliére, Nicu Sebe, Elisa Ricci, Fabio Galasso
arXiv_CV
arXiv_CV
Unsupervised
Point_Cloud
3D
Pose
Detection
Few-Shot
Object_Detection
PDF
2020-10-15
Self-training for Few-shot Transfer Across Extreme Task Differences
Cheng Perng Phoo, Bharath Hariharan
arXiv_AI
arXiv_AI
Transfer_Learning
Few-Shot
PDF
2020-10-15
Multi-label Few/Zero-shot Learning with Knowledge Aggregated from Multiple Label Graphs
Jueqing Lu, Lan Du, Ming Liu, Joanna Dipnall
arXiv_AI
arXiv_AI
Embedding
Zero-Shot
Knowledge
Classification
Relation
Few-Shot
PDF
2020-10-14
Data Augmentation for Meta-Learning
Renkun Ni, Micah Goldblum, Amr Sharaf, Kezhi Kong, Tom Goldstein
arXiv_CV
arXiv_CV
Pose
Classification
Few-Shot
PDF
2020-10-14
Adaptive-Attentive Geolocalization from few queries: a hybrid approach
Gabriele Moreno Berton, Valerio Paolicelli, Carlo Masone, Barbara Caputo
arXiv_CV
arXiv_CV
Unsupervised
Recognition
Pose
Few-Shot
Attention
PDF
2020-10-13
'What Are You Trying to Do?' Semantic Typing of Event Processes
Muhao Chen, Hongming Zhang, Haoyu Wang, Dan Roth
arXiv_AI
arXiv_AI
Pose
Action
Few-Shot
PDF
2020-10-13
Random Network Distillation as a Diversity Metric for Both Image and Text Generation
Liam Fowl, Micah Goldblum, Arjun Gupta, Amr Sharaf, Tom Goldstein
arXiv_CV
arXiv_CV
Reinforcement_Learning
Few-Shot
Text_Generation
PDF
2020-10-13
The Tatoeba Translation Challenge -- Realistic Data Sets for Low Resource and Multilingual MT
Jörg Tiedemann
arXiv_CL
arXiv_CL
Zero-Shot
Few-Shot
PDF
2020-10-13
Few-shot Action Recognition with Implicit Temporal Alignment and Pair Similarity Optimization
Congqi Cao, Yajuan Li, Qinyi Lv, Peng Wang, Yanning Zhang
arXiv_CV
arXiv_CV
Recognition
3D
Optimization
Pose
Action_Recognition
Action
Classification
Few-Shot
CNN
Image_Classification
PDF
2020-10-12
COMET-ATOMIC 2020: On Symbolic and Neural Commonsense Knowledge Graphs
Jena D. Hwang, Chandra Bhagavatula, Ronan Le Bras, Jeff Da, Keisuke Sakaguchi, Antoine Bosselut, Yejin Choi
arXiv_CL
arXiv_CL
Knowledge
Knowledge_Graph
Pose
Few-Shot
Language_Model
PDF
2020-10-12
Structural Supervision Improves Few-Shot Learning and Syntactic Generalization in Neural Language Models
Ethan Wilcox, Peng Qian, Richard Futrell, Ryosuke Kohita, Roger Levy, Miguel Ballesteros
arXiv_CL
arXiv_CL
RNN
Few-Shot
Language_Model
PDF
2020-10-11
Unsupervised Distillation of Syntactic Information from Contextualized Word Representations
Shauli Ravfogel, Yanai Elazar, Jacob Goldberger, Yoav Goldberg
arXiv_CL
arXiv_CL
Unsupervised
Bert
Few-Shot
PDF
2020-10-11
Few-shot Learning for Multi-label Intent Detection
Yutai Hou, Yongkui Lai, Yushan Wu, Wanxiang Che, Ting Liu
arXiv_AI
arXiv_AI
Embedding
Pose
Classification
Detection
Few-Shot
PDF
2020-10-11
Generalized Few-Shot Semantic Segmentation
Zhuotao Tian, Xin Lai, Li Jiang, Michelle Shu, Hengshuang Zhao, Jiaya Jia
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Pose
Few-Shot
PDF
2020-10-10
Localizing Open-Ontology QA Semantic Parsers in a Day Using Machine Translation
Mehrad Moradshahi. Giovanni Campagna, Sina J. Semnani, Silei Xu, Monica S. Lam
arXiv_CL
arXiv_CL
RNN
Pose
Ontology
NMT
Few-Shot
QA
PDF
2020-10-09
Characterizing Policy Divergence for Personalized Meta-Reinforcement Learning
Michael Zhang
arXiv_AI
arXiv_AI
Reinforcement_Learning
Pose
Few-Shot
PDF
2020-10-09
Uncertainty-Aware Few-Shot Image Classification
Zhizheng Zhang, Cuiling Lan, Wenjun Zeng, Zhibo Chen, Shih-Fu Chang
arXiv_CV
arXiv_CV
Optimization
Pose
Classification
Few-Shot
Image_Classification
PDF
2020-10-09
Addressing the Real-world Class Imbalance Problem in Dermatology
Wei-Hung Weng, Jonathan Deaton, Vivek Natarajan, Gamaleldin F. Elsayed, Yuan Liu
arXiv_CV
arXiv_CV
Recognition
Pose
Few-Shot
Medical
PDF
2020-10-07
Adaptive Self-training for Few-shot Neural Sequence Labeling
Yaqing Wang, Subhabrata Mukherjee, Haoda Chu, Yuancheng Tu, Ming Wu, Jing Gao, Ahmed Hassan Awadallah
arXiv_AI
arXiv_AI
Recognition
Few-Shot
Language_Model
PDF
2020-10-07
Variational Transfer Learning for Fine-grained Few-shot Visual Recognition
Jingyi Xu, Mingzhen Huang, ShahRukh Athar, Dimitris Samaras
arXiv_CV
arXiv_CV
Transfer_Learning
Recognition
Pose
Classification
Few-Shot
Image_Classification
Inference
PDF
2020-10-07
Learning Clusterable Visual Features for Zero-Shot Recognition
Jingyi Xu, Zhixin Shu, Dimitris Samaras
arXiv_CV
arXiv_CV
Reconstruction
Recognition
Zero-Shot
Pose
Classification
Few-Shot
PDF
2020-10-06
CURI: A Benchmark for Productive Concept Learning Under Uncertainty
Ramakrishna Vedantam, Arthur Szlam, Maximilian Nickel, Ari Morcos, Brenden Lake
arXiv_AI
arXiv_AI
Pose
Classification
Relation
Few-Shot
PDF
2020-10-06
Representation learning from videos in-the-wild: An object-centric approach
Rob Romijnders, Aravindh Mahendran, Michael Tschannen, Josip Djolonga, Marvin Ritter, Neil Houlsby, Mario Lucic
arXiv_CV
arXiv_CV
Image_Caption
Transfer_Learning
Represenation_Learning
Self-Supervised
Pose
Detection
Few-Shot
Object_Detection
PDF
2020-10-06
Universal Natural Language Processing with Limited Annotations: Try Few-shot Textual Entailment as a Start
Wenpeng Yin, Nazneen Fatema Rajani, Dragomir Radev, Richard Socher, Caiming Xiong
arXiv_CL
arXiv_CL
Few-Shot
PDF
2020-10-06
Dynamic Semantic Matching and Aggregation Network for Few-shot Intent Detection
Hoang Nguyen, Chenwei Zhang, Congying Xia, Philip S. Yu
arXiv_CL
arXiv_CL
Regularization
Knowledge
Pose
Classification
Detection
Few-Shot
Attention
Matching
PDF
2020-10-06
Shot in the Dark: Few-Shot Learning with No Base-Class Labels
Zitian Chen, Subhransu Maji, Erik Learned-Miller
arXiv_CV
arXiv_CV
Self-Supervised
Relation
Few-Shot
PDF
2020-10-06
On the Role of Supervision in Unsupervised Constituency Parsing
Haoyue Shi, Karen Livescu, Kevin Gimpel
arXiv_CL
arXiv_CL
Unsupervised
Pose
Few-Shot
PDF
2020-10-06
Simple and Effective Few-Shot Named Entity Recognition with Structured Nearest Neighbor Learning
Yi Yang, Arzoo Katiyar
arXiv_CL
arXiv_CL
Recognition
Pose
Few-Shot
Inference
PDF
2020-10-05
KGPT: Knowledge-Grounded Pre-Training for Data-to-Text Generation
Wenhu Chen, Yu Su, Xifeng Yan, William Yang Wang
arXiv_AI
arXiv_AI
Transfer_Learning
Zero-Shot
Knowledge
Pose
Few-Shot
Text_Generation
PDF
2020-10-05
Self-training Improves Pre-training for Natural Language Understanding
Jingfei Du, Edouard Grave, Beliz Gunel, Vishrav Chaudhary, Onur Celebi, Michael Auli, Ves Stoyanov, Alexis Conneau
arXiv_CL
arXiv_CL
Embedding
Unsupervised
Bert
Text_Classification
Knowledge
Classification
Few-Shot
PDF
2020-10-05
Putting Theory to Work: From Learning Bounds to Meta-Learning Algorithms
Quentin Bouniot, Ievgen Redko, Romaric Audigier, Angélique Loesch, Amaury Habrard
arXiv_AI
arXiv_AI
Regularization
Knowledge
Review
Pose
Classification
Deep_Learning
Few-Shot
PDF
2020-10-05
Robust High-dimensional Memory-augmented Neural Networks
Geethan Karunaratne, Manuel Schmuck, Manuel Le Gallo, Giovanni Cherubini, Luca Benini, Abu Sebastian, Abbas Rahimi
arXiv_CV
arXiv_CV
Pose
Classification
Few-Shot
Attention
Image_Classification
Matching
PDF
2020-10-05
MetaPhys: Unsupervised Few-Shot Adaptation for Non-Contact Physiological Measurement
Xin Liu, Ziheng Jiang, Josh Fromm, Xuhai Xu, Shwetak Patel, Daniel McDuff
arXiv_CV
arXiv_CV
Unsupervised
Pose
Few-Shot
Attention
Medical
PDF
2020-10-04
Unknown Presentation Attack Detection against Rational Attackers
Ali Khodabakhsh
arXiv_CV
arXiv_CV
Optimization
Adversarial
Pose
Action
Detection
Few-Shot
Object_Detection
PDF
2020-10-04
Remembering for the Right Reasons: Explanations Reduce Catastrophic Forgetting
Sayna Ebrahimi, Suzanne Petryk, Akash Gokul, William Gan, Joseph E. Gonzalez, Marcus Rohrbach, Trevor Darrell
arXiv_AI
arXiv_AI
Regularization
Pose
Few-Shot
Prediction
PDF
2020-10-02
Cross-Lingual Transfer Learning for Complex Word Identification
George-Eduard Zaharia, Dumitru-Clementin Cercel, Mihai Dascalu
arXiv_CL
arXiv_CL
Transformer
Transfer_Learning
Zero-Shot
Pose
Few-Shot
PDF
2020-10-02
Long-Tail Zero and Few-Shot Learning via Contrastive Pretraining on and for Small Data
Nils Rethmeier, Isabelle Augenstein
arXiv_CL
arXiv_CL
Embedding
Zero-Shot
Text_Classification
Sparse
Self-Supervised
Pose
Classification
Sentiment
Few-Shot
PDF
2020-10-01
Few-Shot Classification By Few-Iteration Meta-Learning
Ardhendu Shekhar Tripathi, Martin Danelljan, Luc Van Gool, Radu Timofte
arXiv_CV
arXiv_CV
Embedding
Optimization
Knowledge
Pose
Classification
Few-Shot
Inference
PDF
2020-09-30
Cross-lingual Spoken Language Understanding with Regularized Representation Alignment
Zihan Liu, Genta Indra Winata, Peng Xu, Zhaojiang Lin, Pascale Fung
arXiv_CL
arXiv_CL
Zero-Shot
Regularization
Adversarial
Pose
Few-Shot
PDF
2020-09-29
Message Passing Neural Processes
Ben Day, Cătălina Cangea, Arian R. Jamasb, Pietro Liò
arXiv_AI
arXiv_AI
Pose
Relation
Few-Shot
PDF
2020-09-29
MetaMix: Improved Meta-Learning with Interpolation-based Consistency Regularization
Yangbin Chen, Yun Ma, Tom Ko, Jianping Wang, Qing Li
arXiv_CV
arXiv_CV
Transfer_Learning
Regularization
Pose
Classification
Few-Shot
PDF
2020-09-29
Learned Fine-Tuner for Incongruous Few-Shot Learning
Pu Zhao, Sijia Liu, Parikshit Ram, Songtao Lu, Djallel Bouneffouf, Xue Lin
arXiv_AI
arXiv_AI
Adversarial
Pose
Classification
Few-Shot
PDF
2020-09-28
RS-MetaNet: Deep meta metric learning for few-shot remote sensing scene classification
Haifeng Li, Zhenqi Cui, Zhiqing Zhu, Li Chen, Jiawei Zhu, Haozhe Huang, Chao Tao
arXiv_CV
arXiv_CV
Segmentation
Scene_Classification
Pose
Face
Classification
Few-Shot
GAN
PDF
2020-09-28
Amodal 3D Reconstruction for Robotic Manipulation via Stability and Connectivity
William Agnew, Christopher Xie, Aaron Walsman, Octavian Murad, Caelen Wang, Pedro Domingos, Siddhartha Srinivasa
arXiv_CV
arXiv_CV
Reconstruction
3D
Pose
Relation
Few-Shot
PDF
2020-09-28
Interventional Few-Shot Learning
Zhongqi Yue, Hanwang Zhang, Qianru Sun, Xian-Sheng Hua
arXiv_CV
arXiv_CV
Knowledge
Pose
Few-Shot
PDF
2020-09-26
Few-shot Object Detection with Self-adaptive Attention Network for Remote Sensing Images
Zixuan Xiao, Wei Xue, Ping Zhong
arXiv_CV
arXiv_CV
Pose
Face
Detection
Relation
Few-Shot
Object_Detection
Attention
PDF
2020-09-26
A Few-shot Learning Approach for Historical Ciphered Manuscript Recognition
Mohamed Ali Souibgui, Alicia Fornés, Yousri Kessentini, Crina Tudor
arXiv_CV
arXiv_CV
Segmentation
Unsupervised
Recognition
Pose
Detection
Few-Shot
Object_Detection
PDF
2020-09-23
Fair Meta-Learning For Few-Shot Classification
Chen Zhao, Changbin Li, Jincheng Li, Feng Chen
arXiv_AI
arXiv_AI
Pose
Classification
Few-Shot
Prediction
PDF
2020-09-23
Fuzzy Simplicial Networks: A Topology-Inspired Model to Improve Task Generalization in Few-shot Learning
Henry Kvinge, Zachary New, Nico Courts, Jung H. Lee, Lauren A. Phillips, Courtney D. Corley, Aaron Tuor, Andrew Avila, Nathan O. Hodas
arXiv_AI
arXiv_AI
Deep_Learning
Few-Shot
PDF
2020-09-23
Worst-Case-Aware Curriculum Learning for Zero and Few Shot Transfer
Sheng Zhang, Xin Zhang, Weiming Zhang, Anders Søgaard
arXiv_CL
arXiv_CL
Transfer_Learning
Zero-Shot
Few-Shot
PDF
2020-09-23
Few-shot Font Generation with Localized Style Representations and Factorization
Song Park, Sanghyuk Chun, Junbum Cha, Bado Lee, Hyunjung Shim
arXiv_CV
arXiv_CV
Pose
Few-Shot
PDF
2020-09-21
Composed Variational Natural Language Generation for Few-shot Intents
Congying Xia, Caiming Xiong, Philip Yu, Richard Socher
arXiv_CL
arXiv_CL
Transformer
Regularization
Pose
Action
Detection
Few-Shot
PDF
2020-09-21
Modality-Transferable Emotion Embeddings for Low-Resource Multimodal Emotion Recognition
Wenliang Dai, Zihan Liu, Tiezheng Yu, Pascale Fung
arXiv_CL
arXiv_CL
Embedding
Recognition
Zero-Shot
Pose
Emotion
Relation
Few-Shot
Prediction
PDF
2020-09-21
Vector Projection Network for Few-shot Slot Tagging in Natural Language Understanding
Su Zhu, Ruisheng Cao, Lu Chen, Kai Yu
arXiv_CL
arXiv_CL
Embedding
Pose
Few-Shot
PDF
2020-09-20
Knowledge-Guided Multi-Label Few-Shot Learning for General Image Recognition
Tianshui Chen, Liang Lin, Riquan Chen, Xiaolu Hui, Hefeng Wu
arXiv_CV
arXiv_CV
Recognition
RNN
Knowledge
Knowledge_Graph
Pose
Action
Relation
Few-Shot
PDF
2020-09-19
Few-shot learning using pre-training and shots, enriched by pre-trained samples
Detlef Schmicker
arXiv_CV
arXiv_CV
Few-Shot
PDF
2020-09-18
DeltaGAN: Towards Diverse Few-shot Image Generation with Sample-Specific Delta
Yan Hong, Li Niu, Jianfu Zhang, Jing Liang, Liqing Zhang
arXiv_CV
arXiv_CV
Reconstruction
Adversarial
Pose
Few-Shot
GAN
Matching
PDF
2020-09-17
Self-Supervised Meta-Learning for Few-Shot Natural Language Classification Tasks
Trapit Bansal, Rishikesh Jha, Tsendsuren Munkhdalai, Andrew McCallum
arXiv_CL
arXiv_CL
Transformer
Self-Supervised
Pose
Classification
Few-Shot
Language_Model
PDF
2020-09-17
FewJoint: A Few-shot Learning Benchmark for Joint Language Understanding
Yutai Hou, Jiafeng Mao, Yongkui Lai, Cheng Chen, Wanxiang Che, Zhigang Chen, Ting Liu
arXiv_AI
arXiv_AI
Classification
Few-Shot
Attention
Prediction
PDF
2020-09-17
Few-Shot Unsupervised Continual Learning through Meta-Examples
Alessia Bertugli, Stefano Vincenzi, Simone Calderara, Andrea Passerini
arXiv_CV
arXiv_CV
Embedding
Unsupervised
Optimization
Deep_Learning
Few-Shot
Attention
PDF
2020-09-16
State-Machine-Based Dialogue Agents with Few-Shot Contextual Semantic Parsers
Giovanni Campagna, Sina J. Semnani, Ryan Kearns, Lucas Jun Koba Sato, Monica S. Lam
arXiv_CL
arXiv_CL
Action
Few-Shot
PDF
2020-09-16
Reasoning about Goals, Steps, and Temporal Ordering with WikiHow
Qing Lyu, Li Zhang, Chris Callison-Burch
arXiv_CL
arXiv_CL
Transformer
Knowledge
Pose
Relation
Few-Shot
Inference
PDF
2020-09-15
Augmented Natural Language for Generative Sequence Labeling
Ben Athiwaratkun, Cicero Nogueira dos Santos, Jason Krone, Bing Xiang
arXiv_CL
arXiv_CL
Recognition
Bert
Knowledge
Pose
Classification
Few-Shot
PDF
2020-09-15
It's Not Just Size That Matters: Small Language Models Are Also Few-Shot Learners
Timo Schick, Hinrich Schütze
arXiv_AI
arXiv_AI
Optimization
Few-Shot
Language_Model
PDF
2020-09-14
SML: Semantic Meta-learning for Few-shot Semantic Segmentation
Ayyappa Kumar Pambala, Titir Dutta, Soma Biswas
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Pose
Few-Shot
CNN
PDF
2020-09-12
Intent Detection with WikiHow
Li Zhang, Qing Lyu, Chris Callison-Burch
arXiv_CL
arXiv_CL
Face
Action
Detection
Few-Shot
PDF
2020-09-11
Meta Learning for Few-Shot One-class Classification
Gabriel Dahia, Maurício Pamplona Segundo
arXiv_CV
arXiv_CV
Pose
Classification
Few-Shot
PDF
2020-09-10
Prototype Completion with Primitive Knowledge for Few-Shot Learning
Baoquan Zhang, Xutao Li, Yunming Ye, Zhichao Huang, Lisai Zhang
arXiv_CV
arXiv_CV
Knowledge
Pose
Classification
Few-Shot
PDF
2020-09-10
Attributes-Guided and Pure-Visual Attention Alignment for Few-Shot Recognition
Siteng Huang, Min Zhang, Yachen Kang, Donglin Wang
arXiv_CV
arXiv_CV
Recognition
Knowledge
Pose
Few-Shot
Attention
PDF
2020-09-08
Region Comparison Network for Interpretable Few-shot Image Classification
Zhiyu Xue, Lixin Duan, Wen Li, Lin Chen, Jiebo Luo
arXiv_AI
arXiv_AI
Pose
Classification
Deep_Learning
Few-Shot
Image_Classification
PDF
2020-09-08
Few-Shot Hyperspectral Image Classification With Unknown Classes Using Multitask Deep Learning
Shengjie Liu, Qian Shi, Liangpei Zhang
arXiv_CV
arXiv_CV
Reconstruction
Pose
Classification
Deep_Learning
Few-Shot
Image_Classification
PDF
2020-09-07
Information Theoretic Meta Learning with Gaussian Processes
Michalis K. Titsias, Sotirios Nikoloutsopoulos, Alexandre Galashov
arXiv_AI
arXiv_AI
Classification
Few-Shot
PDF
2020-09-06
Any-to-Many Voice Conversion with Location-Relative Sequence-to-Sequence Modeling
Songxiang Liu, Yuewen Cao, Disong Wang, Xixin Wu, Xunying Liu, Helen Meng
arXiv_CL
arXiv_CL
Recognition
Speech
Pose
Classification
Few-Shot
Attention
Speech_Recognition
PDF
2020-09-04
Class Interference Regularization
Bharti Munjal, Sikandar Amin, Fabio Galasso
arXiv_CV
arXiv_CV
Embedding
Person_Re-identification
Regularization
Knowledge
Pose
Face
Classification
Few-Shot
Re-identification
PDF
2020-09-04
ACDC: Weight Sharing in Atom-Coefficient Decomposed Convolution
Ze Wang, Xiuyuan Cheng, Guillermo Sapiro, Qiang Qiu
arXiv_CV
arXiv_CV
Regularization
Pose
Classification
Relation
Few-Shot
CNN
Image_Classification
PDF
2020-09-04
GPU-based Self-Organizing Maps for Post-Labeled Few-Shot Unsupervised Learning
Lyes Khacef, Vincent Gripon, Benoit Miramond
arXiv_CV
arXiv_CV
Unsupervised
Transfer_Learning
Classification
Few-Shot
GAN
PDF
2020-09-03
Few-shot Object Detection with Feature Attention Highlight Module in Remote Sensing Images
Zixuan Xiao, Ping Zhong, Yuan Quan, Xuping Yin, Wei Xue
arXiv_CV
arXiv_CV
Pose
Detection
Few-Shot
Object_Detection
Attention
PDF
2020-09-01
To augment or not to augment? Data augmentation in user identification based on motion sensors
Cezara Benegui, Radu Tudor Ionescu
arXiv_CV
arXiv_CV
Recognition
Memory_Networks
Pose
Face
Deep_Learning
Few-Shot
Face_Recognition
CNN
PDF
2020-08-28
Few-Shot Object Detection via Knowledge Transfer
Geonuk Kim, Hong-Gyu Jung, Seong-Whan Lee
arXiv_CV
arXiv_CV
Knowledge
Pose
Detection
Relation
Few-Shot
Object_Detection
PDF
2020-08-28
All About Knowledge Graphs for Actions
Pallabi Ghosh, Nirat Saini, Larry S. Davis, Abhinav Shrivastava
arXiv_CV
arXiv_CV
Embedding
Recognition
Zero-Shot
Knowledge
Knowledge_Graph
Pose
Action_Recognition
Action
Few-Shot
PDF
2020-08-27
learn2learn: A Library for Meta-Learning Research
Sébastien M. R. Arnold, Praateek Mahajan, Debajyoti Datta, Ian Bunner, Konstantinos Saitas Zarkias
arXiv_CV
arXiv_CV
Reinforcement_Learning
Face
Few-Shot
PDF
2020-08-27
SketchEmbedNet: Learning Novel Concepts by Imitating Drawings
Alexander Wang, Mengye Ren, Richard Zemel
arXiv_CV
arXiv_CV
Embedding
Unsupervised
Sketch
RNN
Classification
Few-Shot
PDF
2020-08-25
Transductive Information Maximization For Few-Shot Learning
Malik Boudiaf, Ziko Imtiaz Masud, Jérôme Rony, José Dolz, Pablo Piantanida, Ismail Ben Ayed
arXiv_CV
arXiv_CV
Optimization
Pose
Few-Shot
Inference
Prediction
PDF
2020-08-24
Example-Based Named Entity Recognition
Morteza Ziyadi, Yuting Sun, Abhishek Goswami, Jade Huang, Weizhu Chen
arXiv_CL
arXiv_CL
Recognition
Pose
Few-Shot
PDF
2020-08-23
Few-Shot Image Classification via Contrastive Self-Supervised Learning
Jianyi Li, Guizhong Liu
arXiv_AI
arXiv_AI
Unsupervised
Self-Supervised
Pose
Classification
Few-Shot
Image_Classification
PDF
2020-08-22
Few-Shot Learning with Intra-Class Knowledge Transfer
Vivek Roy, Yan Xu, Yu-Xiong Wang, Kris Kitani, Ruslan Salakhutdinov, Martial Hebert
arXiv_CV
arXiv_CV
Sparse
Knowledge
Pose
Classification
Few-Shot
PDF
2020-08-21
Many-shot from Low-shot: Learning to Annotate using Mixed Supervision for Object Detection
Carlo Biffi, Steven McDonagh, Philip Torr, Ales Leonardis, Sarah Parisot
arXiv_CV
arXiv_CV
Weakly_Supervised
Detection
Few-Shot
Object_Detection
PDF
2020-08-21
Domain Adaptation of Learned Features for Visual Localization
Sungyong Baik, Hyo Jin Kim, Tianwei Shen, Eddy Ilg, Kyoung Mu Lee, Chris Sweeney
arXiv_CV
arXiv_CV
Pose
Few-Shot
PDF
2020-08-18
Dataset Bias in Few-shot Image Recognition
Shuqiang Jiang, Yaohui Zhu, Chenlong Liu, Xinhang Song, Xiangyang Li, Weiqing Min
arXiv_CV
arXiv_CV
Recognition
Knowledge
Quantitative
Relation
Few-Shot
PDF
2020-08-18
Mesh Guided One-shot Face Reenactment using Graph Convolutional Networks
Guangming Yao, Yi Yuan, Tianjia Shao, Kun Zhou
arXiv_CV
arXiv_CV
3D
Sparse
Pose
Face
Quantitative
Few-Shot
CNN
Optical_Flow
PDF
2020-08-18
Domain Generalizer: A Few-shot Meta Learning Framework for Domain Generalization in Medical Imaging
Pulkit Khandelwal, Paul Yushkevich
arXiv_CV
arXiv_CV
Segmentation
Deep_Learning
Few-Shot
Medical
PDF
2020-08-16
A Self-supervised GAN for Unsupervised Few-shot Object Recognition
Khoi Nguyen, Sinisa Todorovic
arXiv_CV
arXiv_CV
Reconstruction
Unsupervised
Recognition
Self-Supervised
Classification
Few-Shot
GAN
PDF
2020-08-16
Bowtie Networks: Generative Modeling for Joint Few-Shot Recognition and Novel-View Synthesis
Zhipeng Bao, Yu-Xiong Wang, Martial Hebert
arXiv_CV
arXiv_CV
Recognition
3D
Pose
Few-Shot
PDF
2020-08-15
Cross-Modality Multi-Atlas Segmentation Using Deep Neural Networks
Wangbin Ding, Lei Li, Xiahai Zhuang, Liqin Huang
arXiv_CV
arXiv_CV
Segmentation
Pose
Few-Shot
PDF
2020-08-14
Rb-PaStaNet: A Few-Shot Human-Object Interaction Detection Based on Rules and Part States
Shenyu Zhang, Zichen Zhu, Qingquan Bao
arXiv_CV
arXiv_CV
Knowledge
Pose
Action
Detection
Few-Shot
PDF
2020-08-14
Unsupervised vs. transfer learning for multimodal one-shot matching of speech and images
Leanne Nortje, Herman Kamper
arXiv_CV
arXiv_CV
Unsupervised
Transfer_Learning
Speech
Few-Shot
Matching
PDF
2020-08-14
Language Models as Few-Shot Learner for Task-Oriented Dialogue Systems
Andrea Madotto
arXiv_CL
arXiv_CL
Few-Shot
Language_Model
PDF
2020-08-14
BriNet: Towards Bridging the Intra-class and Inter-class Gaps in One-Shot Segmentation
Xianghui Yang, Bairun Wang, Kaige Chen, Xinchi Zhou, Shuai Yi, Wanli Ouyang, Luping Zhou
arXiv_CV
arXiv_CV
Segmentation
Pose
Action
Few-Shot
Inference
PDF
2020-08-13
ANDES at SemEval-2020 Task 12: A jointly-trained BERT multilingual model for offensive language detection
Juan Manuel Pérez, Aymé Arango, Franco Luque
arXiv_CL
arXiv_CL
Bert
Zero-Shot
Pose
Detection
Few-Shot
PDF
2020-08-13
Localizing the Common Action Among a Few Videos
Pengwan Yang, Vincent Tao Hu, Pascal Mettes, Cees G. M. Snoek
arXiv_CV
arXiv_CV
Enhancement
3D
Action_Localization
Pose
Action
Few-Shot
CNN
Matching
PDF
2020-08-13
What Should Not Be Contrastive in Contrastive Learning
Tete Xiao, Xiaolong Wang, Alexei A. Efros, Trevor Darrell
arXiv_CV
arXiv_CV
Embedding
Knowledge
Self-Supervised
Contrastive_Learning
Classification
Few-Shot
PDF
2020-08-12
An Overview of Deep Learning Architectures in Few-Shots Learning Domain
Shruti Jadon
arXiv_CV
arXiv_CV
Review
Speech
Classification
Deep_Learning
Few-Shot
Image_Classification
PDF
2020-08-12
Learning to Reason in Round-based Games: Multi-task Sequence Generation for Purchasing Decision Making in First-person Shooters
Yilei Zeng, Deren Lei, Beichen Li, Gangrong Jiang, Emilio Ferrara, Michael Zyda
arXiv_AI
arXiv_AI
Pose
Action
Few-Shot
PDF
2020-08-11
Topic Adaptation and Prototype Encoding for Few-Shot Visual Storytelling
Jiacheng Li, Siliang Tang, Juncheng Li, Jun Xiao, Fei Wu, Shiliang Pu, Yueting Zhuang
arXiv_CV
arXiv_CV
Pose
Few-Shot
Inference
PDF
2020-08-10
Informative Dropout for Robust Representation Learning: A Shape-bias Perspective
Baifeng Shi, Dinghuai Zhang, Qi Dai, Zhanxing Zhu, Yadong Mu, Jingdong Wang
arXiv_CV
arXiv_CV
Represenation_Learning
Knowledge
Adversarial
Pose
Classification
Relation
Few-Shot
CNN
PDF
2020-08-10
Cooperative Bi-path Metric for Few-shot Learning
Zeyuan Wang, Yifan Zhao, Jia Li, Yonghong Tian
arXiv_CV
arXiv_CV
Pose
Classification
Relation
Few-Shot
Attention
PDF
2020-08-10
FDFtNet: Facing Off Fake Images using Fake Detection Fine-tuning Network
Hyeonseong Jeon, Youngoh Bang, Simon S. Woo
arXiv_CV
arXiv_CV
Transformer
Adversarial
Pose
Face
Classification
Detection
Few-Shot
Attention
GAN
Image_Classification
PDF
2020-08-10
Prototype Mixture Models for Few-shot Semantic Segmentation
Boyu Yang, Chang Liu, Bohao Li, Jianbin Jiao, Qixiang Ye
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Pose
Few-Shot
Inference
PDF
2020-08-07
Revisiting Mid-Level Patterns for Distant-Domain Few-Shot Recognition
Yixiong Zou, Shanghang Zhang, José M. F. Moura, JianPeng Yu, Yonghong Tian
arXiv_CV
arXiv_CV
Recognition
Knowledge
Pose
Few-Shot
Medical
Prediction
PDF
2020-08-07
Few Shot Learning Framework to Reduce Inter-observer Variability in Medical Images
Sohini Roychowdhury
arXiv_CV
arXiv_CV
Segmentation
3D
Pose
Detection
Few-Shot
Medical
PDF
2020-08-06
Few-Shot Drum Transcription in Polyphonic Music
Yu Wang, Justin Salamon, Mark Cartwright, Nicholas J. Bryan, Juan Pablo Bello
arXiv_SD
arXiv_SD
Few-Shot
Inference
PDF
2020-08-06
Few-shot Classification via Adaptive Attention
Zihang Jiang, Bingyi Kang, Kuangqi Zhou, Jiashi Feng
arXiv_CV
arXiv_CV
Recognition
Pose
Classification
Few-Shot
Attention
PDF
2020-08-05
A Neural-Symbolic Framework for Mental Simulation
Michael Kissner
arXiv_AI
arXiv_AI
Face
Action
Few-Shot
Prediction
PDF
2020-08-05
F2GAN: Fusing-and-Filling GAN for Few-shot Image Generation
Yan Hong, Li Niu, Jianfu Zhang, Weijie Zhao, Chen Fu, Liqing Zhang
arXiv_CV
arXiv_CV
Adversarial
Pose
Few-Shot
Attention
GAN
PDF
2020-08-04
Prior Guided Feature Enrichment Network for Few-Shot Segmentation
Zhuotao Tian, Hengshuang Zhao, Michelle Shu, Zhicheng Yang, Ruiyu Li, Jiaya Jia
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Pose
Face
Few-Shot
PDF
2020-08-03
RareAct: A video dataset of unusual interactions
Antoine Miech, Jean-Baptiste Alayrac, Ivan Laptev, Josef Sivic, Andrew Zisserman
arXiv_CV
arXiv_CV
Recognition
Zero-Shot
Action_Recognition
Action
Few-Shot
PDF
2020-08-03
Deep Complementary Joint Model for Complex Scene Registration and Few-shot Segmentation on Medical Images
Yuting He, Tiantian Li, Guanyu Yang, Youyong Kong, Yang Chen, Huazhong Shu, Jean-Louis Coatrieux, Jean-Louis Dillenseger, Shuo Li
arXiv_CV
arXiv_CV
Segmentation
Enhancement
Weakly_Supervised
Pose
Deep_Learning
Few-Shot
Medical
Activity
PDF
2020-08-01
Meta-DRN: Meta-Learning for 1-Shot Image Segmentation
Atmadeep Banerjee
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Pose
Classification
Deep_Learning
Few-Shot
Image_Classification
PDF
2020-07-30
Learning from Few Samples: A Survey
Nihar Bendre, Hugo Terashima Marín, Peyman Najafirad
arXiv_CV
arXiv_CV
Embedding
Recognition
Zero-Shot
Optimization
Knowledge
Survey
Classification
Few-Shot
Image_Classification
PDF
2020-07-29
Meta-Learning with Context-Agnostic Initialisations
Toby Perrett, Alessandro Masullo, Tilo Burghardt, Majid Mirmehdi, Dima Damen
arXiv_CV
arXiv_CV
Knowledge
Adversarial
Classification
Few-Shot
Prediction
PDF
2020-07-27
Towards Accuracy-Fairness Paradox: Adversarial Example-based Data Augmentation for Visual Debiasing
Yi Zhang, Jitao Sang
arXiv_CV
arXiv_CV
Recognition
Adversarial
Pose
Classification
Few-Shot
Image_Classification
PDF
2020-07-27
Few-shot Knowledge Transfer for Fine-grained Cartoon Face Generation
Nan Zhuang, Cheng Yang
arXiv_CV
arXiv_CV
Knowledge
Pose
Face
Few-Shot
PDF
2020-07-25
Few-Shot Keyword Spotting With Prototypical Networks
Archit Parnami, Minwoo Lee
arXiv_SD
arXiv_SD
Speech
Pose
Face
Deep_Learning
Few-Shot
PDF
2020-07-24
Commonality-Parsing Network across Shape and Appearance for Partially Supervised Instance Segmentation
Qi Fan, Lei Ke, Wenjie Pei, Chi-Keung Tang, Yu-Wing Tai
arXiv_CV
arXiv_CV
Segmentation
Pose
Detection
Few-Shot
Prediction
PDF
2020-07-23
Few-Shot Object Detection and Viewpoint Estimation for Objects in the Wild
Yang Xiao, Renaud Marlet
arXiv_CV
arXiv_CV
Embedding
3D
Pose
Detection
Few-Shot
Object_Detection
PDF
2020-07-23
Leveraging Bottom-Up and Top-Down Attention for Few-Shot Object Detection
Xianyu Chen, Ming Jiang, Qi Zhao
arXiv_CV
arXiv_CV
Salient
Pose
Detection
Few-Shot
Object_Detection
Attention
PDF
2020-07-23
Few-shot Visual Reasoning with Meta-analogical Contrastive Learning
Youngsung Kim, Jinwoo Shin, Eunho Yang, Sung Ju Hwang
arXiv_AI
arXiv_AI
Pose
Contrastive_Learning
Relation
Few-Shot
PDF
2020-07-22
CrossTransformers: spatially-aware few-shot transfer
Carl Doersch, Ankush Gupta, Andrew Zisserman
arXiv_CV
arXiv_CV
Transformer
Self-Supervised
Pose
Classification
Few-Shot
PDF
2020-07-21
Complementing Representation Deficiency in Few-shot Image Classification: A Meta-Learning Approach
Xian Zhong, Cheng Gu, Wenxin Huang, Lin Li, Shuqin Chen, Chia-Wen Lin
arXiv_CV
arXiv_CV
Pose
Classification
Few-Shot
Attention
Image_Classification
Inference
PDF
2020-07-20
Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation
Cheng Ouyang, Carlo Biffi, Chen Chen, Turkay Kart, Huaqi Qiu, Daniel Rueckert
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Self-Supervised
Pose
Few-Shot
GAN
Medical
PDF
2020-07-19
Meta-learning for Few-shot Natural Language Processing: A Survey
Wenpeng Yin
arXiv_CL
arXiv_CL
Optimization
Survey
Few-Shot
PDF
2020-07-18
Few-shot Action Recognition with Permutation-invariant Attention
Hongguang Zhang, Li Zhang, Xiaojuan Qi, Hongdong Li, Philip H. S. Torr, Piotr Koniusz
arXiv_CV
arXiv_CV
Recognition
3D
Action_Recognition
Action
Relation
Few-Shot
Attention
PDF
2020-07-18
Few-Shot Defect Segmentation Leveraging Abundant Normal Training Samples Through Normal Background Regularization and Crop-and-Paste Operation
Dongyun Lin, Yanpeng Cao, Wenbing Zhu, Yiqun Li
arXiv_CV
arXiv_CV
Segmentation
Regularization
Pose
Detection
Few-Shot
PDF
2020-07-18
Multi-Scale Positive Sample Refinement for Few-Shot Object Detection
Jiaxi Wu, Songtao Liu, Di Huang, Yunhong Wang
arXiv_CV
arXiv_CV
Pose
Classification
Detection
Few-Shot
Object_Detection
Prediction
PDF
2020-07-17
Impact of base dataset design on few-shot image classification
Othman Sbai, Camille Couprie, Mathieu Aubry
arXiv_CV
arXiv_CV
Classification
Few-Shot
Image_Classification
PDF
2020-07-17
Explanation-Guided Training for Cross-Domain Few-Shot Classification
Jiamei Sun, Sebastian Lapuschkin, Wojciech Samek, Yunqing Zhao, Ngai-Man Cheung, Alexander Binder
arXiv_CV
arXiv_CV
Face
Classification
Relation
Few-Shot
Attention
Prediction
PDF
2020-07-17
Adaptive Task Sampling for Meta-Learning
Chenghao Liu, Zhihao Wang, Doyen Sahoo, Yuan Fang, Kun Zhang, Steven C.H. Hoi
arXiv_CV
arXiv_CV
Knowledge
Pose
Face
Classification
Few-Shot
PDF
2020-07-16
Layer-Wise Adaptive Updating for Few-Shot Image Classification
Yunxiao Qin, Weiguo Zhang, Zezheng Wang, Chenxu Zhao, Jingping Shi
arXiv_CV
arXiv_CV
Pose
Classification
Few-Shot
Attention
Image_Classification
PDF
2020-07-15
Few-shot Scene-adaptive Anomaly Detection
Yiwei Lu, Frank Yu, Mahesh Kumar Krishna Reddy, Yang Wang
arXiv_CV
arXiv_CV
Pose
Detection
Few-Shot
PDF
2020-07-15
Augmented Bi-path Network for Few-shot Learning
Baoming Yan, Chen Zhou, Bo Zhao, Kan Guo, Jiang Yang, Xiaobo Li, Ming Zhang, Yizhou Wang
arXiv_CV
arXiv_CV
Salient
Pose
Quantitative
Classification
Few-Shot
PDF
2020-07-15
Tell me what this is: Few-Shot Incremental Object Learning by a Robot
Ali Ayub, Alan R. Wagner
arXiv_CV
arXiv_CV
Few-Shot
GAN
PDF
2020-07-15
How to trust unlabeled data? Instance Credibility Inference for Few-Shot Learning
Yikai Wang, Li Zhang, Yuan Yao, Yanwei Fu
arXiv_CV
arXiv_CV
Recognition
Regularization
Pose
Deep_Learning
Few-Shot
Inference
PDF
2020-07-15
COCO-FUNIT: Few-Shot Unsupervised Image Translation with a Content Conditioned Style Encoder
Kuniaki Saito, Kate Saenko, Ming-Yu Liu
arXiv_CV
arXiv_CV
Embedding
Unsupervised
Pose
Few-Shot
Inference
PDF
2020-07-14
Concept Learners for Generalizable Few-Shot Learning
Kaidi Cao, Maria Brbic, Jure Leskovec
arXiv_CV
arXiv_CV
Pose
Classification
Few-Shot
Image_Classification
Prediction
PDF
2020-07-14
COBE: Contextualized Object Embeddings from Narrated Instructional Video
Gedas Bertasius, Lorenzo Torresani
arXiv_CV
arXiv_CV
Embedding
Zero-Shot
Pose
Action
Detection
Few-Shot
Object_Detection
PDF
2020-07-14
Multi-Task Reinforcement Learning as a Hidden-Parameter Block MDP
Amy Zhang, Shagun Sodhani, Khimya Khetarpal, Joelle Pineau
arXiv_AI
arXiv_AI
Reinforcement_Learning
Pose
Few-Shot
PDF
2020-07-14
Top-Related Meta-Learning Method for Few-Shot Detection
Qian Li, Nan Guo, Duo Wang, Xiaochun Ye
arXiv_CV
arXiv_CV
Pose
Classification
Detection
Few-Shot
Prediction
PDF
2020-07-13
Part-aware Prototype Network for Few-shot Semantic Segmentation
Yongfei Liu, Xiangyi Zhang, Songyang Zhang, Xuming He
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Pose
Few-Shot
PDF
2020-07-13
Expert Training: Task Hardness Aware Meta-Learning for Few-Shot Classification
Yucan Zhou, Yu Wang, Jianfei Cai, Yu Zhou, Qinghua Hu, Weiping Wang
arXiv_CV
arXiv_CV
Bert
Optimization
Sketch
Knowledge
Pose
Classification
Relation
Few-Shot
Attention
PDF
2020-07-13
FADACS: A Few-shot Adversarial Domain Adaptation Architecture for Context-Aware Parking Availability Sensing
Wei Shao, Sichen Zhao, Zhen Zhang, Shiyu Wang, Mohammad Saiedur Rahaman, Andy Song, Flora Dilys Salim
arXiv_CV
arXiv_CV
Transfer_Learning
Adversarial
Pose
Few-Shot
Prediction
PDF
2020-07-11
Coarse-to-Fine Pseudo-Labeling Guided Meta-Learning for Few-Shot Classification
Jinhai Yang, Hua Yang, Lin Chen
arXiv_CV
arXiv_CV
Embedding
Knowledge
Pose
Classification
Relation
Few-Shot
Attention
PDF
2020-07-09
$n$-Reference Transfer Learning for Saliency Prediction
Yan Luo, Yongkang Wong, Mohan S. Kankanhalli, Qi Zhao
arXiv_CV
arXiv_CV
Transfer_Learning
Salient
Knowledge
Pose
Deep_Learning
Few-Shot
Prediction
PDF
2020-07-09
Generalized Many-Way Few-Shot Video Classification
Yongqin Xian, Bruno Korbar, Matthijs Douze, Bernt Schiele, Zeynep Akata, Lorenzo Torresani
arXiv_CV
arXiv_CV
Recognition
3D
Pose
Classification
Few-Shot
Image_Classification
Video_Classification
PDF
2020-07-09
Wandering Within a World: Online Contextualized Few-Shot Learning
Mengye Ren, Michael L. Iuzzolino, Michael C. Mozer, Richard S. Zemel
arXiv_CV
arXiv_CV
Pose
Few-Shot
PDF
2020-07-08
Predicting the Accuracy of a Few-Shot Classifier
Myriam Bontonou, Louis Béthune, Vincent Gripon
arXiv_CV
arXiv_CV
Unsupervised
Pose
Few-Shot
PDF
2020-07-08
Evaluation for Weakly Supervised Object Localization: Protocol, Metrics, and Datasets
Junsuk Choe, Seong Joon Oh, Sanghyuk Chun, Zeynep Akata, Hyunjung Shim
arXiv_CV
arXiv_CV
Weakly_Supervised
Pose
Few-Shot
Attention
PDF
2020-07-07
Meta-Learning with Network Pruning
Hongduan Tian, Bo Liu, Xiao-Tong Yuan, Qingshan Liu
arXiv_AI
arXiv_AI
Optimization
Sparse
Pose
Classification
Few-Shot
PDF
2020-07-06
Learning to learn generative programs with Memoised Wake-Sleep
Luke B. Hewitt, Tuan Anh Le, Joshua B. Tenenbaum
arXiv_AI
arXiv_AI
Pose
Few-Shot
Inference
PDF
2020-07-06
In the Wild: From ML Models to Pragmatic ML Systems
Matthew Wallingford, Aditya Kusupati, Keivan Alizadeh-Vahid, Aaron Walsman, Aniruddha Kembhavi, Ali Farhadi
arXiv_CV
arXiv_CV
Self-Supervised
Few-Shot
GAN
Inference
Prediction
PDF
2020-07-05
MetaConcept: Learn to Abstract via Concept Graph for Weakly-Supervised Few-Shot Learning
Baoquan Zhang, Ka-Cheong Leung, Yunming Ye, Xutao Li
arXiv_CV
arXiv_CV
Regularization
Knowledge
Pose
Action
Classification
Few-Shot
Inference
PDF
2020-07-03
A Few-Shot Sequential Approach for Object Counting
Negin Sokhandan, Pegah Kamousi, Alejandro Posada, Eniola Alese, Negar Rostamzadeh
arXiv_CV
arXiv_CV
Weakly_Supervised
Pose
Detection
Few-Shot
Attention
PDF
2020-07-03
Few-Shot Semantic Segmentation Augmented with Image-Level Weak Annotations
Shuo Lei, Xuchao Zhang, Jianfeng He, Fanglan Chen, Chang-Tien Lu
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Pose
Action
Few-Shot
PDF
2020-06-30
Maximum Entropy Models for Fast Adaptation
Samarth Sinha, Anirudh Goyal, Animesh Garg
arXiv_CV
arXiv_CV
Regularization
Pose
Few-Shot
PDF
2020-06-29
Few-Shot Microscopy Image Cell Segmentation
Youssef Dawoud, Julia Hornauer, Gustavo Carneiro, Vasileios Belagiannis
arXiv_CV
arXiv_CV
Segmentation
Pose
Classification
Few-Shot
PDF
2020-06-29
Improving Few-Shot Learning using Composite Rotation based Auxiliary Task
Pratik Mazumder, Pravendra Singh, Vinay P. Namboodiri
arXiv_CV
arXiv_CV
Self-Supervised
Pose
Classification
Few-Shot
Prediction
PDF
2020-06-28
Few-Shot Class-Incremental Learning via Feature Space Composition
Hanbin Zhao, Yongjian Fu, Xuewei Li, Songyuan Li, Bourahla Omar, Xi Li
arXiv_CV
arXiv_CV
Embedding
Knowledge
Pose
Few-Shot
PDF
2020-06-28
Laplacian Regularized Few-Shot Learning
Imtiaz Masud Ziko, Jose Dolz, Eric Granger, Ismail Ben Ayed
arXiv_CV
arXiv_CV
Embedding
Pose
Few-Shot
Inference
PDF
2020-06-27
PCLNet: A Practical Way for Unsupervised Deep PolSAR Representations and Few-Shot Classification
Lamei Zhang, Siyu Zhang, Bin Zou, Hongwei Dong
arXiv_CV
arXiv_CV
Unsupervised
Represenation_Learning
Pose
Contrastive_Learning
Classification
Deep_Learning
Few-Shot
CNN
Image_Classification
PDF
2020-06-26
Few-Shot Anomaly Detection for Polyp Frames from Colonoscopy
Yu Tian, Gabriel Maicas, Leonardo Zorron Cheng Tao Pu, Rajvinder Singh, Johan W. Verjans, Gustavo Carneiro
arXiv_CV
arXiv_CV
Embedding
Pose
Detection
Few-Shot
Inference
PDF
2020-06-23
Inductive Unsupervised Domain Adaptation for Few-Shot Classification via Clustering
Xin Cong, Bowen Yu, Tingwen Liu, Shiyao Cui, Hengzhu Tang, Bin Wang
arXiv_CL
arXiv_CL
Unsupervised
Adversarial
Pose
Classification
Few-Shot
PDF
2020-06-23
Deep Learning of Unified Region, Edge, and Contour Models for Automated Image Segmentation
Ali Hatamizadeh
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
3D
Represenation_Learning
Action
Deep_Learning
Contour
Few-Shot
Medical
CNN
Autonomous
PDF
2020-06-22
Text Recognition in Real Scenarios with a Few Labeled Samples
Jinghuang Lin, Zhanzhan Cheng, Fan Bai, Yi Niu, Shiliang Pu, Shuigeng Zhou
arXiv_CV
arXiv_CV
Recognition
Adversarial
Pose
Scene_Text
Few-Shot
Attention
PDF
2020-06-22
Few-shot 3D Point Cloud Semantic Segmentation
Na Zhao, Tat-Seng Chua, Gim Hee Lee
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Point_Cloud
3D
Pose
Relation
Few-Shot
Attention
PDF
2020-06-21
Generalized Zero and Few-Shot Transfer for Facial Forgery Detection
Shivangi Aneja, Matthias Nießner
arXiv_CV
arXiv_CV
Transfer_Learning
Zero-Shot
Pose
Face
Classification
Detection
Few-Shot
PDF
2020-06-21
A Universal Representation Transformer Layer for Few-Shot Image Classification
Lu Liu, William Hamilton, Guodong Long, Jing Jiang, Hugo Larochelle
arXiv_CV
arXiv_CV
Transformer
Pose
Classification
Few-Shot
Attention
Image_Classification
PDF
2020-06-20
Semantically Tied Paired Cycle Consistency for Any-Shot Sketch-based Image Retrieval
Anjan Dutta, Zeynep Akata
arXiv_CV
arXiv_CV
Zero-Shot
Sketch
Image_Retrieval
Adversarial
Pose
Classification
Few-Shot
PDF
2020-06-20
Deep Double-Side Learning Ensemble Model for Few-Shot Parkinson Speech Recognition
Yongming Li, Lang Zhou, Lingyun Qin, Yuwei Zeng, Yuchuan Liu, Yan Lei, Pin Wang, Fan Li
arXiv_CV
arXiv_CV
Reconstruction
Recognition
Sparse
Regularization
Knowledge
Speech
Pose
Action
Classification
Deep_Learning
Few-Shot
Speech_Recognition
PDF
2020-06-20
Unsupervised Image Classification for Deep Representation Learning
Weijie Chen, Shiliang Pu, Di Xie, Shicai Yang, Yilu Guo, Luojun Lin
arXiv_CV
arXiv_CV
Segmentation
Embedding
Unsupervised
Transfer_Learning
Semantic_Segmentation
Represenation_Learning
Knowledge
Self-Supervised
Pose
Contrastive_Learning
Classification
Detection
Relation
Few-Shot
Object_Detection
GAN
Image_Classification
PDF
2020-06-19
Self-Supervised Prototypical Transfer Learning for Few-Shot Classification
Carlos Medina, Arnout Devos, Matthias Grossglauser
arXiv_CV
arXiv_CV
Embedding
Unsupervised
Transfer_Learning
Self-Supervised
Pose
Classification
Few-Shot
PDF
2020-06-18
Overcoming Classifier Imbalance for Long-tail Object Detection with Balanced Group Softmax
Yu Li, Tao Wang, Bingyi Kang, Sheng Tang, Chunfeng Wang, Jintao Li, Jiashi Feng
arXiv_CV
arXiv_CV
Segmentation
Recognition
Pose
Classification
Deep_Learning
Detection
Few-Shot
Object_Detection
Image_Classification
PDF
2020-06-17
Extensively Matching for Few-shot Learning Event Detection
Viet Dac Lai, Franck Dernoncourt, Thien Huu Nguyen
arXiv_CL
arXiv_CL
Pose
Detection
Few-Shot
Matching
PDF
2020-06-17
Self-supervised Knowledge Distillation for Few-shot Learning
Jathushan Rajasegaran, Salman Khan, Munawar Hayat, Fahad Shahbaz Khan, Mubarak Shah
arXiv_CV
arXiv_CV
Embedding
Knowledge
Self-Supervised
Pose
Few-Shot
PDF
2020-06-17
Improving Few-Shot Visual Classification with Unlabelled Examples
Peyman Bateni, Jarred Barber, Jan-Willem van de Meent, Frank Wood
arXiv_CV
arXiv_CV
Pose
Classification
Few-Shot
Image_Classification
PDF
2020-06-16
Momentum Contrastive Learning for Few-Shot COVID-19 Diagnosis from Chest CT Images
Xiaocong Chen, Lina Yao, Tao Zhou, Jinming Dong, Yu Zhang
arXiv_CV
arXiv_CV
Pose
Contrastive_Learning
Classification
Deep_Learning
Few-Shot
PDF
2020-06-16
Channel Relationship Prediction with Forget-Update Module for Few-shot Classification
Minglei Yuan, Cunhao Cai, Tong Lu
arXiv_CV
arXiv_CV
Pose
Classification
Relation
Few-Shot
GAN
CNN
Prediction
PDF
2020-06-15
Automatic Validation of Textual Attribute Values in E-commerce Catalog by Learning with Limited Labeled Data
Yaqing Wang, Yifan Ethan Xu, Xian Li, Xin Luna Dong, Jing Gao
arXiv_CL
arXiv_CL
Knowledge
Pose
Few-Shot
Inference
PDF
2020-06-14
Few-shot Object Detection on Remote Sensing Images
Jingyu Deng, Xiang Li, Yi Fang
arXiv_CV
arXiv_CV
Detection
Few-Shot
Object_Detection
Prediction
PDF
2020-06-13
Fine-grained Image-to-Image Transformation towards Visual Recognition
Wei Xiong, Yutong He, Yixuan Zhang, Wenhan Luo, Lin Ma, Jiebo Luo
arXiv_CV
arXiv_CV
Image_Generation
Recognition
Adversarial
Pose
Face
Few-Shot
GAN
PDF
2020-06-12
Weakly-supervised Any-shot Object Detection
Siddhesh Khandelwal, Raghav Goyal, Leonid Sigal
arXiv_CV
arXiv_CV
Segmentation
Detection
Few-Shot
Object_Detection
PDF
2020-06-12
Learning-to-Learn Personalised Human Activity Recognition Models
Anjana Wijekoon, Nirmalie Wiratunga
arXiv_CV
arXiv_CV
Recognition
Classification
Deep_Learning
Relation
Few-Shot
Activity
PDF
2020-06-12
BI-MAML: Balanced Incremental Approach for Meta Learning
Yang Zheng, Jinlin Xiang, Kun Su, Eli Shlizerman
arXiv_CV
arXiv_CV
Classification
Few-Shot
Image_Classification
PDF
2020-06-12
Knowledge Distillation Meets Self-Supervision
Guodong Xu, Ziwei Liu, Xiaoxiao Li, Chen Change Loy
arXiv_CV
arXiv_CV
Transfer_Learning
Knowledge
Pose
Contrastive_Learning
Few-Shot
Attention
Prediction
PDF
2020-06-10
Few-shot Slot Tagging with Collapsed Dependency Transfer and Label-enhanced Task-adaptive Projection Network
Yutai Hou, Wanxiang Che, Yongkui Lai, Zhihan Zhou, Yijia Liu, Han Liu, Ting Liu
arXiv_CL
arXiv_CL
Pose
Face
Classification
Few-Shot
PDF
2020-06-08
Unsupervised Transfer Learning with Self-Supervised Remedy
Jiabo Huang, Shaogang Gong
arXiv_CV
arXiv_CV
Unsupervised
Transfer_Learning
Zero-Shot
Knowledge
Self-Supervised
Deep_Learning
Few-Shot
PDF
2020-06-08
A Transductive Multi-Head Model for Cross-Domain Few-Shot Learning
Jianan Jiang, Zhenpeng Li, Yuhong Guo, Jieping Ye
arXiv_CV
arXiv_CV
Embedding
Pose
Classification
Few-Shot
Prediction
Matching
PDF
2020-06-08
Ensemble Model with Batch Spectral Regularization and Data Blending for Cross-Domain Few-Shot Learning with Unlabeled Data
Zhen Zhao, Bingyu Liu, Yuhong Guo, Jieping Ye
arXiv_CV
arXiv_CV
Regularization
Pose
Deep_Learning
Few-Shot
Prediction
PDF
2020-06-08
Multi-step Estimation for Gradient-based Meta-learning
Jin-Hwa Kim, Junyoung Park, Yongseok Choi
arXiv_CV
arXiv_CV
Transfer_Learning
Pose
Few-Shot
PDF
2020-06-07
Multi-view Contrastive Learning for Online Knowledge Distillation
Chuanguang Yang, Zhulin An, Xiaolong Hu, Hui Zhu, Kaiqiang Xu, Yongjun Xu
arXiv_CV
arXiv_CV
Embedding
Knowledge
Contrastive_Learning
Classification
Relation
Few-Shot
Image_Classification
Inference
PDF
2020-06-05
Brain-inspired global-local hybrid learning towards human-like intelligence
Yujie Wu, Rong Zhao, Jun Zhu, Feng Chen, Mingkun Xu, Guoqi Li, Sen Song, Lei Deng, Guanrui Wang, Hao Zheng, Jing Pei, Youhui Zhang, Mingguo Zhao, Luping Shi
arXiv_AI
arXiv_AI
Few-Shot
PDF
2020-06-04
M3P: Learning Universal Representations via Multitask Multilingual Multimodal Pre-training
Haoyang Huang, Lin Su, Di Qi, Nan Duan, Edward Cui, Taroon Bharti, Lei Zhang, Lijuan Wang, Jianfeng Gao, Bei Liu, Jianlong Fu, Dongdong Zhang, Xin Liu, Ming Zhou
arXiv_CV
arXiv_CV
Image_Caption
Zero-Shot
Few-Shot
Text_Generation
Caption
Inference
PDF
2020-05-29
High-order structure preserving graph neural network for few-shot learning
Guangfeng Lin, Ying Yang, Yindi Fan, Xiaobing Kang, Kaiyang Liao, Fan Zhao
arXiv_CV
arXiv_CV
Knowledge
Pose
Relation
Few-Shot
PDF
2020-05-28
Language Models are Few-Shot Learners
Tom B. Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, Sandhini Agarwal, Ariel Herbert-Voss, Gretchen Krueger, Tom Henighan, Rewon Child, Aditya Ramesh, Daniel M. Ziegler, Jeffrey Wu, Clemens Winter, Christopher Hesse, Mark Chen, Eric Sigler, Mateusz Litwin, Scott Gray, Benjamin Chess, Jack Clark, Christopher Berner, Sam McCandlish, Alec Radford, Ilya Sutskever, Dario Amodei
arXiv_CL
arXiv_CL
Sparse
Face
Action
Few-Shot
Language_Model
PDF
2020-05-28
Boosting Few-Shot Learning With Adaptive Margin Loss
Aoxue Li, Weiran Huang, Xu Lan, Jiashi Feng, Zhenguo Li, Liwei Wang
arXiv_CV
arXiv_CV
Embedding
Pose
Few-Shot
Attention
PDF
2020-05-28
TOAN: Target-Oriented Alignment Network for Fine-Grained Image Categorization with Few Labeled Samples
Huaxi Huang, Junjie Zhang, Jian Zhang, Qiang Wu, Chang Xu
arXiv_CV
arXiv_CV
Embedding
Pose
Relation
Few-Shot
PDF
2020-05-27
Few-Shot Open-Set Recognition using Meta-Learning
Bo Liu, Hao Kang, Haoxiang Li, Gang Hua, Nuno Vasconcelos
arXiv_CV
arXiv_CV
Recognition
Pose
Classification
Detection
Few-Shot
PDF
2020-05-27
Looking back to lower-level information in few-shot learning
Zhongjie Yu, Sebastian Raschka
arXiv_CV
arXiv_CV
Embedding
Pose
Classification
Deep_Learning
Relation
Few-Shot
Attention
PDF
2020-05-27
NDD20: A large-scale few-shot dolphin dataset for coarse and fine-grained categorisation
Cameron Trotter, Georgia Atkinson, Matt Sharpe, Kirsten Richardson, A. Stephen McGough, Nick Wright, Ben Burville, Per Berggren
arXiv_CV
arXiv_CV
Segmentation
Deep_Learning
Few-Shot
PDF
2020-05-27
SSM-Net for Plants Disease Identification in LowData Regime
Shruti Jadon
arXiv_CV
arXiv_CV
Transfer_Learning
Pose
Deep_Learning
Detection
Few-Shot
Matching
PDF
2020-05-27
Unifying Few- and Zero-Shot Egocentric Action Recognition
Tyler R. Scott, Michael Shvartsman, Karl Ridgeway
arXiv_CV
arXiv_CV
Recognition
Zero-Shot
Pose
Action_Recognition
Action
Classification
Few-Shot
PDF
2020-05-26
Pay Attention to What You Read: Non-recurrent Handwritten Text-Line Recognition
Lei Kang, Pau Riba, Marçal Rusiñol, Alicia Fornés, Mauricio Villegas
arXiv_CV
arXiv_CV
Transformer
Handwriting
Recognition
RNN
Pose
Few-Shot
Attention
PDF
2020-05-24
When does MAML Work the Best? An Empirical Study on Model-Agnostic Meta-Learning in NLP Applications
Zequn Liu, Ruiyi Zhang, Yiping Song, Ming Zhang
arXiv_CL
arXiv_CL
Text_Classification
Classification
Few-Shot
Language_Model
PDF
2020-05-23
Fine-Grain Few-Shot Vision via Domain Knowledge as Hyperspherical Priors
Bijan Haney, Alexander Lavin
arXiv_CV
arXiv_CV
Knowledge
Classification
Few-Shot
PDF
2020-05-22
One of these Things is Not Like the Others
Nat Roth, Justin Wagle
arXiv_CV
arXiv_CV
Pose
Classification
Deep_Learning
Few-Shot
Image_Classification
PDF
2020-05-22
Robust Layout-aware IE for Visually Rich Documents with Pre-trained Language Models
Mengxi Wei, Yifan He, Qiong Zhang
arXiv_CL
arXiv_CL
Unsupervised
Bert
Pose
Action
Few-Shot
Language_Model
PDF
2020-05-22
A Concise Review of Recent Few-shot Meta-learning Methods
Xiaoxu Li, Zhuo Sun, Jing-Hao Xue, Zhanyu Ma
arXiv_CV
arXiv_CV
Knowledge
Review
Few-Shot
PDF
2020-05-21
Cross-Domain Few-Shot Learning with Meta Fine-Tuning
John Cai, Sheng Mei Shen
arXiv_CV
arXiv_CV
Pose
Few-Shot
PDF
2020-05-21
Few-shot Compositional Font Generation with Dual Memory
Junbum Cha, Sanghyuk Chun, Gayoung Lee, Bado Lee, Seonghyeon Kim, Hwalsuk Lee
arXiv_CV
arXiv_CV
Handwriting
Pose
Quantitative
Few-Shot
PDF
2020-05-19
Prototypical Q Networks for Automatic Conversational Diagnosis and Few-Shot New Disease Adaption
Hongyin Luo, Shang-Wen Li, James Glass
arXiv_AI
arXiv_AI
Embedding
Reinforcement_Learning
Pose
Action
Few-Shot
Medical
PDF
2020-05-19
MOTS: Multiple Object Tracking for General Categories Based On Few-Shot Method
Xixi Xu, Chao Lu, Liang Zhu, Xiangyang Xue, Guanxian Chen, Qi Guo, Yining Lin, Zhijian Zhao
arXiv_CV
arXiv_CV
Tracking
Object_Tracking
Few-Shot
Matching
PDF
2020-05-18
Span-ConveRT: Few-shot Span Extraction for Dialog with Pretrained Conversational Representations
Sam Coope, Tyler Farghly, Daniela Gerz, Ivan Vulić, Matthew Henderson
arXiv_CL
arXiv_CL
Bert
Knowledge
Action
Few-Shot
PDF
2020-05-18
Attentron: Few-Shot Text-to-Speech Utilizing Attention-Based Variable-Length Embedding
Seungwoo Choi, Seungju Han, Dongyoung Kim, Sungjoo Ha
arXiv_SD
arXiv_SD
Embedding
Speech
Pose
Few-Shot
Attention
PDF
2020-05-18
Feature Transformation Ensemble Model with Batch Spectral Regularization for Cross-Domain Few-Shot Classification
Bingyu Liu, Zhen Zhao, Zhenpeng Li, Jianan Jiang, Yuhong Guo, Haifeng Shen, Jieping Ye
arXiv_CV
arXiv_CV
Transfer_Learning
Regularization
Pose
Action
Classification
Deep_Learning
Few-Shot
Prediction
PDF
2020-05-17
Weakly Supervised Few-shot Object Segmentation using Co-Attention with Visual and Semantic Embeddings
Mennatullah Siam, Naren Doraiswamy, Boris N. Oreshkin, Hengshuai Yao, Martin Jagersand
arXiv_CV
arXiv_CV
Segmentation
Embedding
Weakly_Supervised
Pose
Action
Few-Shot
Attention
PDF
2020-05-17
Graph Density-Aware Losses for Novel Compositions in Scene Graph Generation
Boris Knyazev, Harm de Vries, Cătălina Cangea, Graham W. Taylor, Aaron Courville, Eugene Belilovsky
arXiv_AI
arXiv_AI
Enhancement
Zero-Shot
Sparse
Face
Relation
Few-Shot
QA
PDF
2020-05-12
Compositional Few-Shot Recognition with Primitive Discovery and Enhancing
Yixiong Zou, Shanghang Zhang, Ke Chen, José M. F. Moura, Yaowei Wang, Yonghong Tian
arXiv_CV
arXiv_CV
Recognition
Pose
Classification
Deep_Learning
Few-Shot
Image_Classification
PDF
2020-05-12
Planning to Explore via Self-Supervised World Models
Ramanan Sekar, Oleh Rybkin, Kostas Daniilidis, Pieter Abbeel, Danijar Hafner, Deepak Pathak
arXiv_AI
arXiv_AI
Reinforcement_Learning
Self-Supervised
Action
Few-Shot
PDF
2020-05-12
Dynamic Memory Induction Networks for Few-Shot Text Classification
Ruiying Geng, Binhua Li, Yongbin Li, Jian Sun, Xiaodan Zhu
arXiv_CV
arXiv_CV
Text_Classification
Pose
Classification
Few-Shot
PDF
2020-05-12
AdaDurIAN: Few-shot Adaptation for Neural Text-to-Speech with DurIAN
Zewang Zhang, Qiao Tian, Heng Lu, Ling-Hui Chen, Shan Liu
arXiv_CL
arXiv_CL
Speech
Pose
Emotion
Few-Shot
PDF
2020-05-11
Combining Deep Learning with Geometric Features for Image based Localization in the Gastrointestinal Tract
Jingwei Song, Mitesh Patel, Andreas Girgensohn, Chelhwon Kim
arXiv_CV
arXiv_CV
Tracking
Pose
Classification
Deep_Learning
Few-Shot
PDF
2020-05-11
Deep Medical Image Analysis with Representation Learning and Neuromorphic Computing
Neil Getty, Thomas Brettin, Dong Jin, Rick Stevens, Fangfang Xia
arXiv_CV
arXiv_CV
Represenation_Learning
Classification
Few-Shot
Medical
CNN
Inference
Prediction
PDF
2020-05-11
SOLOIST: Few-shot Task-Oriented Dialog with A Single Pre-trained Auto-regressive Model
Baolin Peng, Chunyuan Li, Jinchao Li, Shahin Shayandeh, Lars Liden, Jianfeng Gao
arXiv_AI
arXiv_AI
Transformer
Transfer_Learning
Knowledge
Few-Shot
Language_Model
PDF
2020-05-10
Supervision and Source Domain Impact on Representation Learning: A Histopathology Case Study
Milad Sikaroudi, Amir Safarpoor, Benyamin Ghojogh, Sobhan Shafiei, Mark Crowley, H.R. Tizhoosh
arXiv_CV
arXiv_CV
Unsupervised
Represenation_Learning
Few-Shot
PDF
2020-05-10
A Comparison of Few-Shot Learning Methods for Underwater Optical and Sonar Image Classification
Mateusz Ochal, Jose Vazquez, Yvan Petillot, Sen Wang
arXiv_CV
arXiv_CV
Transfer_Learning
Recognition
Knowledge
Classification
Few-Shot
CNN
Image_Classification
Autonomous
PDF
2020-05-09
Memory-Augmented Relation Network for Few-Shot Learning
Jun He, Xueliang Liu, Richang Hong
arXiv_CV
arXiv_CV
Embedding
Relation
Few-Shot
PDF
2020-05-06
DenoiSeg: Joint Denoising and Segmentation
Tim-Oliver Buchholz, Mangal Prakash, Alexander Krull, Florian Jug
arXiv_CV
arXiv_CV
Segmentation
Self-Supervised
Pose
Few-Shot
Denoising
PDF
2020-05-06
Harvesting and Refining Question-Answer Pairs for Unsupervised QA
Zhongli Li, Wenhui Wang, Li Dong, Furu Wei, Ke Xu
arXiv_CL
arXiv_CL
Unsupervised
Bert
Few-Shot
QA
PDF
2020-05-06
Gradual Relation Network: Decoding Intuitive Upper Extremity Movement Imaginations Based on Few-Shot EEG Learning
Kyung-Hwan Shim, Ji-Hoon Jeong, Seong-Whan Lee
arXiv_AI
arXiv_AI
Pose
Face
Classification
Relation
Few-Shot
PDF
2020-05-05
Something-Else: Compositional Action Recognition with Spatial-Temporal Interaction Networks
Joanna Materzynska, Tete Xiao, Roei Herzig, Huijuan Xu, Xiaolong Wang, Trevor Darrell
arXiv_CV
arXiv_CV
Recognition
Pose
Action_Recognition
Action
Relation
Few-Shot
PDF
2020-05-04
Generalized Reinforcement Meta Learning for Few-Shot Optimization
Raviteja Anantha, Stephen Pulman, Srinivas Chappidi
arXiv_AI
arXiv_AI
NAS
Reinforcement_Learning
Optimization
Pose
Face
Few-Shot
PDF
2020-05-03
Self-Training with Improved Regularization for Few-Shot Chest X-Ray Classification
Deepta Rajan, Jayaraman J. Thiagarajan, Alexandros Karargyris, Satyananda Kashyap
arXiv_CV
arXiv_CV
Regularization
Classification
Few-Shot
Medical
Prediction
PDF
2020-05-01
From Zero to Hero: On the Limitations of Zero-Shot Cross-Lingual Transfer with Multilingual Transformers
Anne Lauscher, Vinit Ravishankar, Ivan Vulić, Goran Glavaš
arXiv_CL
arXiv_CL
Transformer
Embedding
Bert
Zero-Shot
Few-Shot
Language_Model
QA
PDF
2020-04-30
MAD-X: An Adapter-based Framework for Multi-task Cross-lingual Transfer
Jonas Pfeiffer, Ivan Vulić, Iryna Gurevych, Sebastian Ruder
arXiv_CL
arXiv_CL
Recognition
Bert
Zero-Shot
Pose
Few-Shot
PDF
2020-04-30
SimPropNet: Improved Similarity Propagation for Few-shot Image Segmentation
Siddhartha Gairola, Mayur Hemani, Ayush Chopra, Balaji Krishnamurthy
arXiv_CV
arXiv_CV
Segmentation
Pose
Quantitative
Few-Shot
PDF
2020-04-30
Few-Shot Natural Language Generation by Rewriting Templates
Mihir Kale, Abhinav Rastogi
arXiv_CL
arXiv_CL
Pose
Action
Few-Shot
Language_Model
PDF
2020-04-30
Few-Shot Learning for Abstractive Multi-Document Opinion Summarization
Arthur Bražinskas, Mirella Lapata, Ivan Titov
arXiv_CL
arXiv_CL
Unsupervised
Review
Pose
Sentiment
Few-Shot
Attention
Summarization
Language_Model
PDF
2020-04-30
Logic2Text: High-Fidelity Natural Language Generation from Logical Forms
Zhiyu Chen, Wenhu Chen, Hanwen Zha, Xiyou Zhou, Yunkai Zhang, Sairam Sundaresan, William Yang Wang
arXiv_CL
arXiv_CL
Pose
Face
Few-Shot
Inference
PDF
2020-04-30
Physarum Powered Differentiable Linear Programming Layers and Applications
Zihang Meng, Sathya N. Ravi, Vikas Singh
arXiv_CV
arXiv_CV
Segmentation
Gradient_Descent
Optimization
Review
Pose
Few-Shot
PDF
2020-04-29
Interactive Video Stylization Using Few-Shot Patch-Based Training
Ondřej Texler, David Futschik, Michal Kučera, Ondřej Jamriška, Šárka Sochorová, Menglei Chai, Sergey Tulyakov, Daniel Sýkora
arXiv_CV
arXiv_CV
Style_Transfer
Few-Shot
Inference
PDF
2020-04-29
Learning to Learn to Disambiguate: Meta-Learning for Few-Shot Word Sense Disambiguation
Nithin Holla, Pushkar Mishra, Helen Yannakoudakis, Ekaterina Shutova
arXiv_CL
arXiv_CL
Pose
Classification
Deep_Learning
Few-Shot
PDF
2020-04-29
Zero-Shot Learning and its Applications from Autonomous Vehicles to COVID-19 Diagnosis: A Review
Mahdi Rezaei, Mahsa Shahidi
arXiv_CV
arXiv_CV
Surveillance
Zero-Shot
Review
Pose
Deep_Learning
Few-Shot
Medical
Autonomous
PDF
2020-04-27
Towards Efficient COVID-19 CT Annotation: A Benchmark for Lung and Infection Segmentation
Jun Ma, Yixin Wang, Xingle An, Cheng Ge, Ziqi Yu, Jianan Chen, Qiongjie Zhu, Guoqiang Dong, Jian He, Zhiqiang He, Ziwei Nie, Xiaoping Yang
arXiv_CV
arXiv_CV
Segmentation
3D
Knowledge
Quantitative
Deep_Learning
Few-Shot
PDF
2020-04-26
MICK: A Meta-Learning Framework for Few-shot Relation Classification with Little Training Data
Xiaoqing Geng, Xiwen Chen, Kenny Q. Zhu
arXiv_CL
arXiv_CL
Knowledge
Pose
Classification
Relation
Few-Shot
PDF
2020-04-24
ST$^2$: Small-data Text Style Transfer via Multi-task Meta-Learning
Xiwen Chen, Kenny Q. Zhu
arXiv_CL
arXiv_CL
Unsupervised
Style_Transfer
Few-Shot
PDF
2020-04-23
Signal Level Deep Metric Learning for Multimodal One-Shot Action Recognition
Raphael Memmesheimer, Nick Theisen, Dietrich Paulus
arXiv_CV
arXiv_CV
Embedding
Recognition
Face
Action_Recognition
Action
Few-Shot
Activity
PDF
2020-04-23
Few-Shot Class-Incremental Learning
Xiaoyu Tao, Xiaopeng Hong, Xinyuan Chang, Songlin Dong, Xing Wei, Yihong Gong
arXiv_CV
arXiv_CV
Represenation_Learning
Knowledge
Pose
Few-Shot
PDF
2020-04-22
Learning to Classify Intents and Slot Labels Given a Handful of Examples
Jason Krone, Yi Zhang, Mona Diab
arXiv_CL
arXiv_CL
Bert
Pose
Classification
Few-Shot
Language_Model
PDF
2020-04-21
Few-Shot Learning with Embedded Class Models and Shot-Free Meta Training
Avinash Ravichandran, Rahul Bhotika, Stefano Soatto
arXiv_CV
arXiv_CV
Embedding
Pose
Few-Shot
PDF
2020-04-21
TAEN: Temporal Aware Embedding Network for Few-Shot Action Recognition
Rami Ben-Ari, Mor Shpigel, Ophir Azulai, Udi Barzelay, Daniel Rotman
arXiv_CV
arXiv_CV
Embedding
Recognition
Action_Recognition
Action
Classification
Detection
Few-Shot
Activity
Video_Classification
PDF
2020-04-21
Alleviating the Incompatibility between Cross Entropy Loss and Episode Training for Few-shot Skin Disease Classification
Wei Zhu, Haofu Liao, Wenbin Li, Weijian Li, Jiebo Luo
arXiv_CV
arXiv_CV
Pose
Classification
Few-Shot
Image_Classification
PDF
2020-04-17
Meta-Meta-Classification for One-Shot Learning
Arkabandhu Chowdhury, Dipak Chaudhari, Swarat Chaudhuri, Chris Jermaine
arXiv_CV
arXiv_CV
Classification
Few-Shot
PDF
2020-04-16
Divergent Search for Few-Shot Image Classification
Jeremy Tan, Bernhard Kainz
arXiv_CV
arXiv_CV
Pose
Classification
Few-Shot
Image_Classification
PDF
2020-04-15
Joint Supervised and Self-Supervised Learning for 3D Real-World Challenges
Antonio Alliegro, Davide Boscaini, Tatiana Tommasi
arXiv_CV
arXiv_CV
Segmentation
Transfer_Learning
Point_Cloud
3D
Knowledge
Self-Supervised
Pose
Classification
Deep_Learning
Few-Shot
Autonomous
PDF
2020-04-15
Defining Benchmarks for Continual Few-Shot Learning
Antreas Antoniou, Massimiliano Patacchiola, Mateusz Ochal, Amos Storkey
arXiv_CV
arXiv_CV
Pose
Few-Shot
PDF
2020-04-15
ToD-BERT: Pre-trained Natural Language Understanding for Task-Oriented Dialogues
Chien-Sheng Wu, Steven Hoi, Richard Socher, Caiming Xiong
arXiv_CL
arXiv_CL
Tracking
Bert
Detection
Few-Shot
Language_Model
Prediction
PDF
2020-04-14
Few-Shot Single-View 3-D Object Reconstruction with Compositional Priors
Mateusz Michalkiewicz, Sarah Parisot, Stavros Tsogkas, Mahsa Baktashmotlagh, Anders Eriksson, Eugene Belilovsky
arXiv_CV
arXiv_CV
Reconstruction
3D
Pose
Few-Shot
CNN
PDF
2020-04-14
Meta Reinforcement Learning with Autonomous Inference of Subtask Dependencies
Sungryull Sohn, Hyunjae Woo, Jongwook Choi, Honglak Lee
arXiv_AI
arXiv_AI
Reinforcement_Learning
Pose
Few-Shot
Autonomous
Inference
PDF
2020-04-13
Regularizing Meta-Learning via Gradient Dropout
Hung-Yu Tseng, Yi-Wen Chen, Yi-Hsuan Tsai, Sifei Liu, Yen-Yu Lin, Ming-Hsuan Yang
arXiv_CV
arXiv_CV
Reinforcement_Learning
Optimization
Regularization
Pose
Classification
Few-Shot
Attention
PDF
2020-04-13
Cross-lingual Zero- and Few-shot Hate Speech Detection Utilising Frozen Transformer Language Models and AXEL
Lukas Stappen, Fabian Brunn, Björn Schuller
arXiv_CL
arXiv_CL
Transformer
Zero-Shot
Speech
Classification
Detection
Few-Shot
Attention
Language_Model
PDF
2020-04-13
From Machine Reading Comprehension to Dialogue State Tracking: Bridging the Gap
Shuyang Gao, Sanchit Agarwal, Tagyoung Chung, Di Jin, Dilek Hakkani-Tur
arXiv_AI
arXiv_AI
Tracking
Zero-Shot
Pose
Few-Shot
PDF
2020-04-13
Unsupervised Few-shot Learning via Distribution Shift-based Augmentation
Tiexin Qin, Wenbin Li, Yinghuan Shi, Yang Gao
arXiv_CV
arXiv_CV
Unsupervised
Pose
Few-Shot
Attention
PDF
2020-04-12
Self-Supervised Tuning for Few-Shot Segmentation
Kai Zhu, Wei Zhai, Zheng-Jun Zha, Yang Cao
arXiv_CV
arXiv_CV
Segmentation
Embedding
Optimization
Sparse
Self-Supervised
Pose
Few-Shot
Prediction
PDF
2020-04-11
Meta-Learning in Neural Networks: A Survey
Timothy Hospedales, Antreas Antoniou, Paul Micaelli, Amos Storkey
arXiv_AI
arXiv_AI
NAS
Transfer_Learning
Reinforcement_Learning
Optimization
Pose
Survey
Deep_Learning
Few-Shot
PDF
2020-04-10
MA 3 : Model Agnostic Adversarial Augmentation for Few Shot learning
Rohit Jena, Shirsendu Sukanta Halder, Katia Sycara
arXiv_CV
arXiv_CV
Adversarial
Pose
Few-Shot
PDF
2020-04-09
Online Meta-Learning for Multi-Source and Semi-Supervised Domain Adaptation
Da Li, Timothy Hospedales
arXiv_CV
arXiv_CV
Unsupervised
Pose
Few-Shot
PDF
2020-04-06
Objectness-Aware One-Shot Semantic Segmentation
Yinan Zhao, Brian Price, Scott Cohen, Danna Gurari
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Knowledge
Few-Shot
CNN
Prediction
PDF
2020-04-06
Meta-Learning for Few-Shot NMT Adaptation
Amr Sharaf, Hany Hassan, Hal Daumé III
arXiv_CL
arXiv_CL
Pose
NMT
Few-Shot
PDF
2020-04-05
Long-tail learning with attributes
Dvir Samuel, Yuval Atzmon, Gal Chechik
arXiv_CV
arXiv_CV
Face
Few-Shot
Prediction
PDF
2020-04-04
It Is Not the Journey but the Destination: Endpoint Conditioned Trajectory Prediction
Karttikeya Mangalam, Harshayu Girase, Shreyas Agarwal, Kuan-Hui Lee, Ehsan Adeli, Jitendra Malik, Adrien Gaidon
arXiv_AI
arXiv_AI
Few-Shot
Drone
Autonomous
Prediction
PDF
2020-04-04
Knowledge Guided Metric Learning for Few-Shot Text Classification
Dianbo Sui, Yubo Chen, Binjie Mao, Delai Qiu, Kang Liu, Jun Zhao
arXiv_CL
arXiv_CL
Text_Classification
Knowledge
Pose
Classification
Relation
Few-Shot
PDF
2020-04-04
CG-BERT: Conditional Text Generation with BERT for Generalized Few-shot Intent Detection
Congying Xia, Chenwei Zhang, Hoang Nguyen, Jiawei Zhang, Philip Yu
arXiv_CL
arXiv_CL
Bert
Pose
Detection
Few-Shot
Text_Generation
Inference
Language_Model
PDF
2020-04-02
Learning to Segment the Tail
Xinting Hu, Yi Jiang, Kaihua Tang, Jingyuan Chen, Chunyan Miao, Hanwang Zhang
arXiv_CV
arXiv_CV
Recognition
Knowledge
Review
Pose
Few-Shot
PDF
2020-04-01
Revisiting Pose-Normalization for Fine-Grained Few-Shot Recognition
Luming Tang, Davis Wertheimer, Bharath Hariharan
arXiv_CV
arXiv_CV
Recognition
Pose
Classification
Few-Shot
PDF
2020-04-01
Learning to Select Base Classes for Few-shot Classification
Linjun Zhou, Peng Cui, Xu Jia, Shiqiang Yang, Qi Tian
arXiv_AI
arXiv_AI
Optimization
Pose
Classification
Few-Shot
Attention
PDF
2020-04-01
Self-Augmentation: Generalizing Deep Networks to Unseen Classes for Few-Shot Learning
Jin-Woo Seo, Hong-Gyu Jung, Seong-Whan Lee
arXiv_CV
arXiv_CV
Knowledge
Pose
Few-Shot
PDF
2020-04-01
Evaluating Weakly Supervised Object Localization Methods Right
Junsuk Choe, Seong Joon Oh, Seungho Lee, Sanghyuk Chun, Zeynep Akata, Hyunjung Shim
arXiv_CV
arXiv_CV
Weakly_Supervised
Pose
Few-Shot
Attention
PDF
2020-03-31
Revisiting Few-shot Activity Detection with Class Similarity Control
Huijuan Xu, Ximeng Sun, Eric Tzeng, Abir Das, Kate Saenko, Trevor Darrell
arXiv_CV
arXiv_CV
Pose
Classification
Detection
Few-Shot
Activity
Video_Classification
PDF
2020-03-31
DPGN: Distribution Propagation Graph Network for Few-shot Learning
Ling Yang, Liangliang Li, Zilun Zhang, Zhou, Erjin Zhou, Yu Liu
arXiv_CV
arXiv_CV
Pose
Relation
Few-Shot
PDF
2020-03-31
FGN: Fully Guided Network for Few-Shot Instance Segmentation
Zhibo Fan, Jin-Gang Yu, Zhihao Liang, Jiarong Ou, Changxin Gao, Gui-Song Xia, Yuanqing Li
arXiv_CV
arXiv_CV
Segmentation
Pose
Detection
Relation
Few-Shot
Object_Detection
Attention
Prediction
PDF
2020-03-30
Semi-supervised Learning for Few-shot Image-to-Image Translation
Yaxing Wang, Salman Khan, Abel Gonzalez-Garcia, Joost van de Weijer, Fahad Shahbaz Khan
arXiv_CV
arXiv_CV
Pose
Few-Shot
Inference
PDF
2020-03-30
Label-Efficient Learning on Point Clouds using Approximate Convex Decompositions
Matheus Gadelha, Aruni RoyChowdhury, Gopal Sharma, Evangelos Kalogerakis, Liangliang Cao, Erik Learned-Miller, Rui Wang, Subhransu Maji
arXiv_CV
arXiv_CV
Segmentation
Unsupervised
Point_Cloud
3D
Represenation_Learning
Classification
Few-Shot
Attention
PDF
2020-03-30
Improving out-of-distribution generalization via multi-task self-supervised pretraining
Isabela Albuquerque, Nikhil Naik, Junnan Li, Nitish Keskar, Richard Socher
arXiv_CV
arXiv_CV
Adversarial
Self-Supervised
Classification
Few-Shot
PDF
2020-03-30
Adversarial Feature Hallucination Networks for Few-Shot Learning
Kai Li, Yulun Zhang, Kunpeng Li, Yun Fu
arXiv_CV
arXiv_CV
Adversarial
Pose
Classification
Deep_Learning
Few-Shot
GAN
PDF
2020-03-29
Meta Fine-Tuning Neural Language Models for Multi-Domain Text Mining
Chengyu Wang, Minghui Qiu, Jun Huang, Xiaofeng He
arXiv_CL
arXiv_CL
Bert
Knowledge
Pose
Few-Shot
Language_Model
PDF
2020-03-28
One-Shot Domain Adaptation For Face Generation
Chao Yang, Ser-Nam Lim
arXiv_CV
arXiv_CV
Optimization
Pose
Face
Quantitative
Few-Shot
GAN
PDF
2020-03-26
Negative Margin Matters: Understanding Margin in Few-shot Classification
Bin Liu, Yue Cao, Yutong Lin, Qi Li, Zheng Zhang, Mingsheng Long, Han Hu
arXiv_CV
arXiv_CV
Classification
Few-Shot
PDF
2020-03-26
Instance Credibility Inference for Few-Shot Learning
Yikai Wang, Chengming Xu, Chen Liu, Li Zhang, Yanwei Fu
arXiv_CV
arXiv_CV
Pose
Few-Shot
Inference
PDF
2020-03-25
Learning What to Learn for Video Object Segmentation
Goutam Bhat, Felix Järemo Lawin, Martin Danelljan, Andreas Robinson, Michael Felsberg, Luc Van Gool, Radu Timofte
arXiv_CV
arXiv_CV
Segmentation
Few-Shot
Inference
PDF
2020-03-25
Rethinking Few-Shot Image Classification: a Good Embedding Is All You Need?
Yonglong Tian, Yue Wang, Dilip Krishnan, Joshua B. Tenenbaum, Phillip Isola
arXiv_CV
arXiv_CV
Embedding
Self-Supervised
Classification
Few-Shot
Image_Classification
PDF
2020-03-25
Auto-Ensemble: An Adaptive Learning Rate Scheduling based Deep Learning Model Ensembling
Jun Yang, Fei Wang
arXiv_AI
arXiv_AI
Pose
Deep_Learning
Few-Shot
PDF
2020-03-24
CRNet: Cross-Reference Networks for Few-Shot Segmentation
Weide Liu, Chi Zhang, Guosheng Lin, Fayao Liu
arXiv_CV
arXiv_CV
Segmentation
Pose
Few-Shot
CNN
Prediction
PDF
2020-03-23
Additive Angular Margin for Few Shot Learning to Classify Clinical Endoscopy Images
Sharib Ali, Binod Bhattaria, Tae-Kyun Kim, Jens Rittscher
arXiv_AI
arXiv_AI
Pose
Deep_Learning
Few-Shot
GAN
PDF
2020-03-20
Selecting Relevant Features from a Universal Representation for Few-shot Classification
Nikita Dvornik, Cordelia Schmid, Julien Mairal
arXiv_CV
arXiv_CV
Pose
Classification
Few-Shot
PDF
2020-03-20
Few-Shot Learning with Geometric Constraints
Hong-Gyu Jung, Seong-Whan Lee
arXiv_CV
arXiv_CV
Pose
Classification
Few-Shot
PDF
2020-03-19
Domain-Adaptive Few-Shot Learning
An Zhao, Mingyu Ding, Zhiwu Lu, Tao Xiang, Yulei Niu, Jiechao Guan, Ji-Rong Wen, Ping Luo
arXiv_CV
arXiv_CV
Embedding
Adversarial
Pose
Few-Shot
PDF
2020-03-19
XtarNet: Learning to Extract Task-Adaptive Representation for Incremental Few-Shot Learning
Sung Whan Yoon, Do-Yeon Kim, Jun Seo, Jaekyun Moon
arXiv_AI
arXiv_AI
Knowledge
Pose
Few-Shot
PDF
2020-03-18
Semi-supervised few-shot learning for medical image segmentation
Abdur R Feyjie, Reza Azad, Marco Pedersoli, Claude Kauffman, Ismail Ben Ayed, Jose Dolz
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Pose
Few-Shot
Medical
PDF
2020-03-18
An Artificial Intelligence-Based System to Assess Nutrient Intake for Hospitalised Patients
Ya Lu, Thomai Stathopoulou, Maria F. Vasiloglou, Stergios Christodoulidis, Zeno Stanga, Stavroula Mougiakakou
arXiv_CV
arXiv_CV
Segmentation
Recognition
3D
Pose
Face
Few-Shot
PDF
2020-03-18
CAFENet: Class-Agnostic Few-Shot Edge Detection Network
Young-Hyun Park, Jun Seo, Jaekyun Moon
arXiv_CV
arXiv_CV
Edge_Detection
Segmentation
Semantic_Segmentation
Regularization
Pose
Detection
Few-Shot
Attention
Matching
PDF
2020-03-18
Task-Adaptive Clustering for Semi-Supervised Few-Shot Classification
Jun Seo, Sung Whan Yoon, Jaekyun Moon
arXiv_AI
arXiv_AI
Embedding
Pose
Classification
Few-Shot
PDF
2020-03-16
Context-Transformer: Tackling Object Confusion for Few-Shot Detection
Ze Yang (1), Yali Wang (1), Xianyu Chen (1), Jianzhuang Liu (2), Yu Qiao (1 and 3) ((1) ShenZhen Key Lab of Computer Vision and Pattern Recognition, SIAT-SenseTime Joint Lab, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, (2) Huawei Noah's Ark Lab, (3) SIAT Branch, Shenzhen Institute of Artificial Intelligence and Robotics for Society)
arXiv_CV
arXiv_CV
Transformer
Transfer_Learning
Knowledge
Pose
Detection
Relation
Few-Shot
Object_Detection
PDF
2020-03-16
Any-Shot Object Detection
Shafin Rahman, Salman Khan, Nick Barnes, Fahad Shahbaz Khan
arXiv_CV
arXiv_CV
Zero-Shot
Knowledge
Pose
Detection
Few-Shot
Object_Detection
Inference
PDF
2020-03-16
Frustratingly Simple Few-Shot Object Detection
Xin Wang, Thomas E. Huang, Trevor Darrell, Joseph E. Gonzalez, Fisher Yu
arXiv_CV
arXiv_CV
Detection
Few-Shot
Object_Detection
Attention
PDF
2020-03-15
StarNet: towards weakly supervised few-shot detection and explainable few-shot classification
Leonid Karlinsky, Joseph Shtok, Amit Alfassy, Moshe Lichtenstein, Sivan Harary, Eli Schwartz, Sivan Doveh, Prasanna Sattigeri, Rogerio Feris, Alexander Bronstein, Raja Giryes
arXiv_CV
arXiv_CV
Weakly_Supervised
Pose
Classification
Detection
Few-Shot
Object_Detection
Prediction
Matching
PDF
2020-03-15
DeepEMD: Few-Shot Image Classification with Differentiable Earth Mover's Distance and Structured Classifiers
Chi Zhang, Yujun Cai, Guosheng Lin, Chunhua Shen
arXiv_CV
arXiv_CV
Image_Caption
Pose
Classification
Few-Shot
Image_Classification
Matching
PDF
2020-03-14
TAFSSL: Task-Adaptive Feature Sub-Space Learning for few-shot classification
Moshe Lichtenstein, Prasanna Sattigeri, Rogerio Feris, Raja Giryes, Leonid Karlinsky
arXiv_CV
arXiv_CV
Self-Supervised
Pose
Classification
Few-Shot
Attention
PDF
2020-03-13
Few-Shot Scene Adaptive Crowd Counting Using Meta-Learning
Mahesh Kumar Krishna Reddy, Mohammad Hossain, Mrigank Rochan, Yang Wang
arXiv_CV
arXiv_CV
Pose
Few-Shot
PDF
2020-03-12
A Multi-task Learning Framework for Grasping-Position Detection and Few-Shot Classification
Yasuto Yokota, Kanata Suzuki, Yuzi Kanazawa, Tomoyoshi Takebayashi
arXiv_RO
arXiv_RO
Pose
Classification
Deep_Learning
Detection
Few-Shot
PDF
2020-03-10
Efficient Intent Detection with Dual Sentence Encoders
Iñigo Casanueva, Tadas Temčinas, Daniela Gerz, Matthew Henderson, Ivan Vulić
arXiv_CL
arXiv_CL
OCR
Bert
Pose
Detection
Few-Shot
Object_Detection
PDF
2020-03-10
Continual Local Replacement for Few-shot Learning
Canyu Le, Zhonggui Chen, Xihan Wei, Biao Wang, Lei Zhang
arXiv_CV
arXiv_CV
Embedding
Recognition
Pose
Classification
Few-Shot
PDF
2020-03-10
Incremental Few-Shot Object Detection
Juan-Manuel Perez-Rua, Xiatian Zhu, Timothy Hospedales, Tao Xiang
arXiv_CV
arXiv_CV
Pose
Detection
Few-Shot
Object_Detection
GAN
PDF
2020-03-09
A New Meta-Baseline for Few-Shot Learning
Yinbo Chen, Xiaolong Wang, Zhuang Liu, Huijuan Xu, Trevor Darrell
arXiv_CV
arXiv_CV
Pose
Classification
Few-Shot
PDF
2020-03-09
TransMatch: A Transfer-Learning Scheme for Semi-Supervised Few-Shot Learning
Zhongjie Yu, Lin Chen, Zhongwei Cheng, Jiebo Luo
arXiv_CV
arXiv_CV
Recognition
Pose
Deep_Learning
Few-Shot
Attention
PDF
2020-03-09
Deep Neural Networks for Automatic Speech Processing: A Survey from Large Corpora to Limited Data
Vincent Roger, Jérôme Farinas, Julien Pinquier
arXiv_SD
arXiv_SD
Recognition
Review
Speech
Pose
Emotion
Survey
Few-Shot
Speech_Recognition
PDF
2020-03-09
Semantic Regularization: Improve Few-shot Image Classification by Reducing Meta Shift
Da Chen, Yongliang Yang, Zunlei Feng, Xiang Wu, Mingli Song, Wenbin Li, Yuan He, Hui Xue, Feng Mao
arXiv_CV
arXiv_CV
Embedding
Regularization
Pose
Classification
Few-Shot
Image_Classification
PDF
2020-03-09
Embedding Propagation: Smoother Manifold for Few-Shot Classification
Pau Rodríguez, Issam Laradji, Alexandre Drouin, Alexandre Lacoste
arXiv_CV
arXiv_CV
Embedding
Unsupervised
Classification
Few-Shot
PDF
2020-03-09
On the Texture Bias for Few-Shot CNN Segmentation
Reza Azad, Abdur R Fayjie, Claude Kauffman, Ismail Ben Ayed, Marco Pedersoli, Jose Dolz
arXiv_CV
arXiv_CV
Segmentation
Semantic_Segmentation
Recognition
Pose
Few-Shot
CNN
PDF
2020-03-07
MatchingGAN: Matching-based Few-shot Image Generation
Yan Hong, Jianfu Zhang, Li Niu, Liqing Zhang
arXiv_AI
arXiv_AI
Adversarial
Pose
Few-Shot
GAN
Matching
PDF
2020-03-05
Zero-Shot Cross-Lingual Transfer with Meta Learning
Farhad Nooralahzadeh, Giannis Bekoulis, Johannes Bjerva, Isabelle Augenstein
arXiv_CL
arXiv_CL
Zero-Shot
Knowledge
Relation
Few-Shot
Inference
Language_Model
QA
PDF
2020-03-05
GANwriting: Content-Conditioned Generation of Styled Handwritten Word Images
Lei Kang, Pau Riba, Yaxing Wang, Marçal Rusiñol, Alicia Fornés, Mauricio Villegas
arXiv_CV
arXiv_CV
Handwriting
Pose
Quantitative
Few-Shot
GAN
PDF
2020-03-04
Towards Fair Cross-Domain Adaptation via Generative Learning
Tongxin Wang, Zhengming Ding, Wei Shao, Haixu Tang, Kun Huang
arXiv_CV
arXiv_CV
Knowledge
Pose
Classification
Few-Shot
PDF
2020-03-04