NAS
NAS
2022-06-27
Prior-Guided One-shot Neural Architecture Search
Peijie Dong, Xin Niu, Lujun Li, Linzhen Xie, Wenbin Zou, Tian Ye, Zimian Wei, Hengyue Pan
arXiv_CV
arXiv_CV
NAS
Pose
Relation
PDF
2022-06-23
Conformer Based Elderly Speech Recognition System for Alzheimer's Disease Detection
Tianzi Wang, Jiajun Deng, Mengzhe Geng, Zi Ye, Shoukang Hu, Yi Wang, Mingyu Cui, Zengrui Jin, Xunying Liu, Helen Meng
arXiv_SD
arXiv_SD
NAS
Recognition
Speech
Pose
Detection
Speech_Recognition
PDF
2022-06-23
Restoring speech intelligibility for hearing aid users with deep learning
Peter Udo Diehl, Yosef Singer, Hannes Zilly, Uwe Schönfeld, Paul Meyer-Rachner, Mark Berry, Henning Sprekeler, Elias Sprengel, Annett Pudszuhn, Veit M. Hofmann
arXiv_SD
arXiv_SD
NAS
Speech
Deep_Learning
Denoising
PDF
2022-06-20
Shapley-NAS: Discovering Operation Contribution for Neural Architecture Search
Han Xiao, Ziwei Wang, Zheng Zhu, Jie Zhou, Jiwen Lu
arXiv_CV
arXiv_CV
NAS
Gradient_Descent
Pose
Relation
PDF
2022-06-17
Fast Finite Width Neural Tangent Kernel
Roman Novak, Jascha Sohl-Dickstein, Samuel S. Schoenholz
arXiv_AI
arXiv_AI
NAS
Pose
Deep_Learning
PDF
2022-06-17
Neural Architecture Adaptation for Object Detection by Searching Channel Dimensions and Mapping Pre-trained Parameters
Harim Jung, Myeong-Seok Oh, Cheoljong Yang, Seong-Whan Lee
arXiv_CV
arXiv_CV
NAS
Pose
Classification
Detection
Object_Detection
Image_Classification
PDF
2022-06-15
ERNAS: An Evolutionary Neural Architecture Search for Magnetic Resonance Image Reconstructions
Samira Vafay Eslahi, Jian Tao, Jim Ji
arXiv_CV
arXiv_CV
NAS
Reconstruction
Pose
Deep_Learning
PDF
2022-06-13
MLP-3D: A MLP-like 3D Architecture with Grouped Time Mixing
Zhaofan Qiu, Ting Yao, Chong-Wah Ngo, Tao Mei
arXiv_AI
arXiv_AI
Transformer
NAS
Recognition
3D
Pose
Attention
CNN
PDF
2022-06-13
Improve Ranking Correlation of Super-net through Training Scheme from One-shot NAS to Few-shot NAS
Jiawei Liu, Kaiyu Zhang, Weitai Hu, Qing Yang
arXiv_CV
arXiv_CV
NAS
Pose
Relation
Few-Shot
PDF
2022-06-12
STD-NET: Search of Image Steganalytic Deep-learning Architecture via Hierarchical Tensor Decomposition
Shunquan Tan, Qiushi Li, Laiyuan Li, Bin Li, Jiwu Huang
arXiv_CV
arXiv_CV
NAS
Unsupervised
Pose
Detection
GAN
CNN
PDF
2022-06-11
A Review on Plastic Artificial Neural Networks: Exploring the Intersection between Neural Architecture Search and Continual Learning
Mohamed Shahawy, Elhadj Benkhelifa, David White
arXiv_AI
arXiv_AI
NAS
Review
Deep_Learning
PDF
2022-06-09
Neural Prompt Search
Yuanhan Zhang, Kaiyang Zhou, Ziwei Liu
arXiv_AI
arXiv_AI
Transformer
NAS
Pose
Few-Shot
PDF
2022-06-09
SDQ: Stochastic Differentiable Quantization with Mixed Precision
Xijie Huang, Zhiqiang Shen, Shichao Li, Zechun Liu, Xianghong Hu, Jeffry Wicaksana, Eric Xing, Kwang-Ting Cheng
arXiv_AI
arXiv_AI
NAS
Quantization
Reinforcement_Learning
Regularization
Knowledge
PDF
2022-06-08
RT-DNAS: Real-time Constrained Differentiable Neural Architecture Search for 3D Cardiac Cine MRI Segmentation
Qing Lu, Xiaowei Xu, Shunjie Dong, Callie Hao, Lei Yang, Cheng Zhuo, Yiyu Shi
arXiv_CV
arXiv_CV
NAS
Segmentation
3D
Medical
PDF
2022-06-08
Towards Self-supervised and Weight-preserving Neural Architecture Search
Zhuowei Li, Yibo Gao, Zhenzhou Zha, Zhiqiang HU, Qing Xia, Shaoting Zhang, Dimitris N. Metaxas
arXiv_CV
arXiv_CV
NAS
Self-Supervised
Pose
PDF
2022-06-06
Transfer Learning based Search Space Design for Hyperparameter Tuning
Yang Li, Yu Shen, Huaijun Jiang, Tianyi Bai, Wentao Zhang, Ce Zhang, Bin Cui
arXiv_AI
arXiv_AI
NAS
Transfer_Learning
Optimization
Knowledge
Deep_Learning
PDF
2022-06-02
Real-Time Portrait Stylization on the Edge
Yanyu Li, Xuan Shen, Geng Yuan, Jiexiong Guan, Wei Niu, Hao Tang, Bin Ren, Yanzhi Wang
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2022-06-02
Pruning-as-Search: Efficient Neural Architecture Search via Channel Pruning and Structural Reparameterization
Yanyu Li, Pu Zhao, Geng Yuan, Xue Lin, Yanzhi Wang, Xin Chen
arXiv_CV
arXiv_CV
NAS
Segmentation
Gradient_Descent
Optimization
Pose
Classification
Inference
PDF
2022-06-02
EfficientFormer: Vision Transformers at MobileNet Speed
Yanyu Li, Geng Yuan, Yang Wen, Eric Hu, Georgios Evangelidis, Sergey Tulyakov, Yanzhi Wang, Jian Ren
arXiv_CV
arXiv_CV
Transformer
NAS
Attention
CNN
Inference
PDF
2022-06-01
Multi-Complexity-Loss DNAS for Energy-Efficient and Memory-Constrained Deep Neural Networks
Matteo Risso, Alessio Burrello, Luca Benini, Enrico Macii, Massimo Poncino, Daniele Jahier Pagliari
arXiv_CV
arXiv_CV
NAS
Optimization
Deep_Learning
Inference
Matching
PDF
2022-05-31
Automatic Relation-aware Graph Network Proliferation
Shaofei Cai, Liang Li, Xinzhe Han, Jiebo Luo, Zheng-Jun Zha, Qingming Huang
arXiv_AI
arXiv_AI
NAS
Pose
Relation
Attention
PDF
2022-05-30
Uncertainty Quantification and Resource-Demanding Computer Vision Applications of Deep Learning
Julian Burghoff, Robin Chan, Hanno Gottschalk, Annika Muetze, Tobias Riedlinger, Matthias Rottmann, Marius Schubert
arXiv_CV
arXiv_CV
NAS
Survey
Deep_Learning
Medical
PDF
2022-05-30
Quantum circuit architecture search for variational quantum algorithms
Yuxuan Du, Tao Huang, Shan You, Min-Hsiu Hsieh, Dacheng Tao
arXiv_CV
arXiv_CV
NAS
Classification
VQA
QA
PDF
2022-05-25
MAPLE-X: Latency Prediction with Explicit Microprocessor Prior Knowledge
Saad Abbasi, Alexander Wong, Mohammad Javad Shafiee
arXiv_AI
arXiv_AI
NAS
Knowledge
Pose
CNN
Inference
Prediction
PDF
2022-05-23
FlexiBERT: Are Current Transformer Architectures too Homogeneous and Rigid?
Shikhar Tuli, Bhishma Dedhia, Shreshth Tuli, Niraj K. Jha
arXiv_CL
arXiv_CL
Transformer
NAS
Embedding
Bert
Optimization
Pose
Language_Model
PDF
2022-05-19
Incremental Learning with Differentiable Architecture and Forgetting Search
James Seale Smith, Zachary Seymour, Han-Pang Chiu
arXiv_AI
arXiv_AI
NAS
Pose
Classification
Image_Classification
PDF
2022-05-18
Meta-Learning Sparse Compression Networks
Jonathan Richard Schwarz, Yee Whye Teh
arXiv_AI
arXiv_AI
NAS
3D
Sparse
Pose
Deep_Learning
PDF
2022-05-17
SEMI-FND: Stacked Ensemble Based Multimodal Inference For Faster Fake News Detection
Prabhav Singh, Ridam Srivastava, K.P.S. Rana, Vineet Kumar
arXiv_AI
arXiv_AI
NAS
Bert
Detection
Inference
PDF
2022-05-15
Proxyless Neural Architecture Adaptation for Supervised Learning and Self-Supervised Learning
Do-Guk Kim, Heung-Chang Lee
arXiv_CV
arXiv_CV
Transformer
NAS
Self-Supervised
Pose
PDF
2022-05-14
Classification of Astronomical Bodies by Efficient Layer Fine-Tuning of Deep Neural Networks
Sabeesh Ethiraj, Bharath Kumar Bolla
arXiv_AI
arXiv_AI
NAS
Transfer_Learning
Classification
PDF
2022-05-14
Revisiting Facial Key Point Detection: An Efficient Approach Using Deep Neural Networks
Prathima Dileep, Bharath Kumar Bolla, Sabeesh Ethiraj
arXiv_AI
arXiv_AI
NAS
Transfer_Learning
Facial_Landmark
Emotion
Face
Deep_Learning
Detection
Inference
PDF
2022-05-14
Efficient Deep Learning Methods for Identification of Defective Casting Products
Bharath Kumar Bolla, Mohan Kingam, Sabeesh Ethiraj
arXiv_AI
arXiv_AI
NAS
Transfer_Learning
Classification
Deep_Learning
Detection
PDF
2022-05-12
Target Aware Network Architecture Search and Compression for Efficient Knowledge Transfer
S.H.Shabbeer Basha, Debapriya Tula, Sravan Kumar Vinakota, Shiv Ram Dubey
arXiv_CV
arXiv_CV
NAS
Transfer_Learning
Knowledge
Pose
CNN
PDF
2022-05-11
AutoKE: An automatic knowledge embedding framework for scientific machine learning
Mengge Du, Yuntian Chen, Dongxiao Zhang
arXiv_CL
arXiv_CL
NAS
Embedding
Transfer_Learning
Knowledge
Pose
Prediction
PDF
2022-05-11
AutoLC: Search Lightweight and Top-Performing Architecture for Remote Sensing Image Land-Cover Classification
Chenyu Zheng, Junjue Wang, Ailong Ma, Yanfei Zhong
arXiv_AI
arXiv_AI
NAS
Pose
Classification
CNN
Prediction
PDF
2022-05-04
UnrealNAS: Can We Search Neural Architectures with Unreal Data?
Zhen Dong, Kaicheng Zhou, Guohao Li, Qiang Zhou, Mingfei Guo, Bernard Ghanem, Kurt Keutzer, Shanghang Zhang
arXiv_CV
arXiv_CV
NAS
PDF
2022-04-30
An Initial Look at Self-Reprogramming Artificial Intelligence
Alex Sheng
arXiv_AI
arXiv_AI
NAS
Deep_Learning
PDF
2022-04-27
MAPLE-Edge: A Runtime Latency Predictor for Edge Devices
Saeejith Nair, Saad Abbasi, Alexander Wong, Mohammad Javad Shafiee
arXiv_AI
arXiv_AI
NAS
Pose
PDF
2022-04-27
PRE-NAS: Predictor-assisted Evolutionary Neural Architecture Search
Yameng Peng, Andy Song, Vic Ciesielski, Haytham M. Fayek, Xiaojun Chang
arXiv_CV
arXiv_CV
NAS
Prediction
PDF
2022-04-26
GPUNet: Searching the Deployable Convolution Neural Networks for GPUs
Linnan Wang, Chenhan Yu, Satish Salian, Slawomir Kierat, Szymon Migacz, Alex Fit Florea
arXiv_AI
arXiv_AI
NAS
Detection
CNN
Inference
PDF
2022-04-25
PVNAS: 3D Neural Architecture Search with Point-Voxel Convolution
Zhijian Liu, Haotian Tang, Shengyu Zhao, Kevin Shao, Song Han
arXiv_CV
arXiv_CV
NAS
3D
Sparse
Pose
Deep_Learning
Detection
Autonomous
PDF
2022-04-25
Enable Deep Learning on Mobile Devices: Methods, Systems, and Applications
Han Cai, Ji Lin, Yujun Lin, Zhijian Liu, Haotian Tang, Hanrui Wang, Ligeng Zhu, Song Han
arXiv_CV
arXiv_CV
NAS
Quantization
Recognition
Point_Cloud
Speech
Deep_Learning
Speech_Recognition
PDF
2022-04-22
Towards Privacy-Preserving Neural Architecture Search
Fuyi Wang, Leo Yu Zhang, Lei Pan, Shengshan Hu, Robin Doss
arXiv_AI
arXiv_AI
NAS
Pose
Face
Classification
Deep_Learning
PDF
2022-04-20
SpiderNet: Hybrid Differentiable-Evolutionary Architecture Search via Train-Free Metrics
Rob Geada, Andrew Stephen McGough
arXiv_CV
arXiv_CV
NAS
PDF
2022-04-19
Edge-enhanced Feature Distillation Network for Efficient Super-Resolution
Yan Wang
arXiv_CV
arXiv_CV
NAS
Super_Resolution
Restoration
Pose
CNN
PDF
2022-04-18
DeepCore: A Comprehensive Library for Coreset Selection in Deep Learning
Chengcheng Guo, Bo Zhao, Yanbing Bai
arXiv_CV
arXiv_CV
NAS
Pose
Deep_Learning
PDF
2022-04-15
Efficient Architecture Search for Diverse Tasks
Junhong Shen, Mikhail Khodak, Ameet Talwalkar
arXiv_AI
arXiv_AI
NAS
Pose
CNN
PDF
2022-04-14
RankNEAT: Outperforming Stochastic Gradient Search in Preference Learning Tasks
Kosmas Pinitas, Konstantinos Makantasis, Antonios Liapis, Georgios N. Yannakakis
arXiv_AI
arXiv_AI
NAS
Gradient_Descent
Optimization
Face
PDF
2022-04-14
HASA: Hybrid Architecture Search with Aggregation Strategy for Echinococcosis Classification and Ovary Segmentation in Ultrasound Images
Jikuan Qian (1,2 and 3), Rui Li (1,2 and 3), Xin Yang (1,2 and 3), Yuhao Huang (1,2 and 3), Mingyuan Luo (1,2 and 3), Zehui Lin (1,2 and 3), Wenhui Hong (1,2 and 3), Ruobing Huang (1,2 and 3), Haining Fan (4), Dong Ni (1,2 and 3), Jun Cheng (1,2 and 3) ((1) aNational-Regional Key Technology Engineering Laboratory for Medical Ultrasound, School of Biomedical Engineering, Health Science Center, Shenzhen University, Shenzhen, China, (2) Medical Ultrasound Image Computing (MUSIC) Laboratory, Shenzhen University, Shenzhen, China, (3) Marshall Laboratory of Biomedical Engineering, Shenzhen University, Shenzhen, China, (4) Qinghai University Affiliated Hospital, Xining, Qinghai, China)
arXiv_AI
arXiv_AI
NAS
Segmentation
Knowledge
Pose
Classification
CNN
Image_Classification
PDF
2022-04-13
De-IReps: Searching for improved Re-parameterizing Architecture based on Differentiable Evolution Strategy
Xinyi Yu, Xiaowei Wang, Mingyang Zhang, Jintao Rong, Linlin Ou
arXiv_AI
arXiv_AI
NAS
Pose
PDF
2022-04-12
Arch-Graph: Acyclic Architecture Relation Predictor for Task-Transferable Neural Architecture Search
Minbin Huang, Zhijian Huang, Changlin Li, Xin Chen, Hang Xu, Zhenguo Li, Xiaodan Liang
arXiv_CV
arXiv_CV
NAS
Embedding
Optimization
Knowledge
Pose
Relation
Prediction
PDF
2022-04-11
When NAS Meets Trees: An Efficient Algorithm for Neural Architecture Search
Guocheng Qian, Xuanyang Zhang, Guohao Li, Chen Zhao, Yukang Chen, Xiangyu Zhang, Bernard Ghanem, Jian Sun
arXiv_AI
arXiv_AI
NAS
Pose
PDF
2022-04-10
SplitNets: Designing Neural Architectures for Efficient Distributed Computing on Head-Mounted Systems
Xin Dong, Barbara De Salvo, Meng Li, Chiao Liu, Zhongnan Qu, H.T. Kung, Ziyun Li
arXiv_AI
arXiv_AI
NAS
3D
Classification
Inference
PDF
2022-04-10
Enhancing the Robustness, Efficiency, and Diversity of Differentiable Architecture Search
Chao Li, Jia Ning, Han Hu, Kun He
arXiv_AI
arXiv_AI
NAS
Attention
PDF
2022-04-09
Searching for Efficient Neural Architectures for On-Device ML on Edge TPUs
Berkin Akin, Suyog Gupta, Yun Long, Anton Spiridonov, Zhuo Wang, Marie White, Hao Xu, Ping Zhou, Yanqi Zhou
arXiv_CV
arXiv_CV
NAS
Segmentation
Classification
Detection
PDF
2022-04-08
SuperNet in Neural Architecture Search: A Taxonomic Survey
Stephen Cha, Taehyeon Kim, Hayeon Lee, Se-Young Yun
arXiv_CV
arXiv_CV
NAS
Segmentation
Semantic_Segmentation
Recognition
Optimization
Knowledge
Survey
Classification
Detection
Relation
Object_Detection
CNN
Image_Classification
PDF
2022-04-06
Bridging the Gap of AutoGraph between Academia and Industry: Analysing AutoGraph Challenge at KDD Cup 2020
Zhen Xu, Lanning Wei, Huan Zhao, Rex Ying, Quanming Yao, Wei-Wei Tu, Isabelle Guyon
arXiv_AI
arXiv_AI
NAS
Pose
Classification
Attention
GAN
PDF
2022-04-01
QuadraLib: A Performant Quadratic Neural Network Library for Architecture Optimization and Design Exploration
Zirui Xu, Fuxun Yu, Jinjun Xiong, Xiang Chen
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
Prediction
PDF
2022-04-01
i-Razor: A Neural Input Razor for Feature Selection and Dimension Search in Large-Scale Recommender Systems
Yao Yao, Bin Liu, Haoxun He, Dakui Sheng, Ke Wang, Li Xiao, Huanhuan Cao
arXiv_AI
arXiv_AI
NAS
Embedding
Optimization
Pose
Action
Prediction
Recommendation
PDF
2022-03-31
Neural Architecture Search for Speech Emotion Recognition
Xixin Wu, Shoukang Hu, Zhiyong Wu, Xunying Liu, Helen Meng
arXiv_CL
arXiv_CL
NAS
Recognition
Optimization
Knowledge
Speech
Pose
Emotion
PDF
2022-03-29
AutoCoMet: Smart Neural Architecture Search via Co-Regulated Shaping Reinforcement
Mayukh Das, Brijraj Singh, Harsh Kanti Chheda, Pawan Sharma, Pradeep NS
arXiv_AI
arXiv_AI
NAS
Optimization
Pose
PDF
2022-03-29
Generalizing Few-Shot NAS with Gradient Matching
Shoukang Hu, Ruochen Wang, Lanqing Hong, Zhenguo Li, Cho-Jui Hsieh, Jiashi Feng
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
Few-Shot
Matching
PDF
2022-03-28
Demystifying the Neural Tangent Kernel from a Practical Perspective: Can it be trusted for Neural Architecture Search without training?
Jisoo Mok, Byunggook Na, Ji-Hoon Kim, Dongyoon Han, Sungroh Yoon
arXiv_AI
arXiv_AI
NAS
Relation
PDF
2022-03-28
Automated Progressive Learning for Efficient Training of Vision Transformers
Changlin Li, Bohan Zhuang, Guangrun Wang, Xiaodan Liang, Xiaojun Chang, Yi Yang
arXiv_AI
arXiv_AI
Transformer
NAS
Optimization
Pose
PDF
2022-03-25
A Semi-Decoupled Approach to Fast and Optimal Hardware-Software Co-Design of Neural Accelerators
Bingqian Lu, Zheyu Yan, Yiyu Shi, Shaolei Ren
arXiv_AI
arXiv_AI
NAS
Reinforcement_Learning
Pose
Inference
PDF
2022-03-25
EmotionNAS: Two-stream Architecture Search for Speech Emotion Recognition
Haiyang Sun, Zheng Lian, Bin Liu, Ying Li, Licai Sun, Cong Cai, Jianhua Tao, Meng Wang, Yuan Cheng
arXiv_SD
arXiv_SD
NAS
Recognition
Speech
Pose
Emotion
Action
PDF
2022-03-24
Q-PPG: Energy-Efficient PPG-based Heart Rate Monitoring on Wearable Devices
Alessio Burrello, Daniele Jahier Pagliari, Matteo Risso, Simone Benatti, Enrico Macii, Luca Benini, Massimo Poncino
arXiv_AI
arXiv_AI
NAS
Tracking
Deep_Learning
CNN
Inference
PDF
2022-03-23
U-Boost NAS: Utilization-Boosted Differentiable Neural Architecture Search
Ahmet Caner Yüzügüler, Nikolaos Dimitriadis, Pascal Frossard
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
Classification
Image_Classification
Inference
PDF
2022-03-23
Training-free Transformer Architecture Search
Qinqin Zhou, Kekai Sheng, Xiawu Zheng, Ke Li, Xing Sun, Yonghong Tian, Jie Chen, Rongrong Ji
arXiv_CV
arXiv_CV
Transformer
NAS
Salient
Pose
Attention
PDF
2022-03-21
EAutoDet: Efficient Architecture Search for Object Detection
Xiaoxing Wang, Jiale Lin, Junchi Yan, Juanping Zhao, Xiaokang Yang
arXiv_CV
arXiv_CV
NAS
Pose
Detection
Object_Detection
PDF
2022-03-20
Vision Transformer with Convolutions Architecture Search
Haichao Zhang, Kuangrong Hao, Witold Pedrycz, Lei Gao, Xuesong Tang, Bing Wei
arXiv_CV
arXiv_CV
Transformer
NAS
Recognition
Pose
Classification
Detection
Relation
Object_Detection
Attention
CNN
Image_Classification
PDF
2022-03-17
Delta Distillation for Efficient Video Processing
Amirhossein Habibian, Haitam Ben Yahia, Davide Abati, Efstratios Gavves, Fatih Porikli
arXiv_CV
arXiv_CV
NAS
Segmentation
Semantic_Segmentation
Knowledge
Pose
Detection
Object_Detection
Optical_Flow
Inference
Prediction
PDF
2022-03-17
Progressive Subsampling for Oversampled Data -- Application to Quantitative MRI
Stefano B. Blumberg, Hongxiang Lin, Francesco Grussu, Yukun Zhou, Matteo Figini, Daniel C. Alexander
arXiv_CV
arXiv_CV
NAS
Reconstruction
3D
Optimization
Quantitative
Deep_Learning
PDF
2022-03-17
Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot Learning
Haoxiang Wang, Yite Wang, Ruoyu Sun, Bo Li
arXiv_CV
arXiv_CV
NAS
Pose
Few-Shot
PDF
2022-03-17
DATA: Domain-Aware and Task-Aware Pre-training
Qing Chang, Junran Peng, Lingxie Xie, Jiajun Sun, Haoran Yin, Qi Tian, Zhaoxiang Zhang
arXiv_CV
arXiv_CV
NAS
Segmentation
Semantic_Segmentation
Knowledge
Self-Supervised
Pose
Classification
Detection
Object_Detection
Image_Classification
PDF
2022-03-16
Meta-Learning of NAS for Few-shot Learning in Medical Image Applications
Viet-Khoa Vo-Ho, Kashu Yamazaki, Hieu Hoang, Minh-Triet Tran, Ngan Le
arXiv_CV
arXiv_CV
NAS
Reconstruction
Segmentation
Review
Classification
Deep_Learning
Detection
Few-Shot
Medical
Image_Classification
PDF
2022-03-16
On Redundancy and Diversity in Cell-based Neural Architecture Search
Xingchen Wan, Binxin Ru, Pedro M. Esperança, Zhenguo Li
arXiv_AI
arXiv_AI
NAS
Attention
PDF
2022-03-16
Learning Where To Look -- Generative NAS is Surprisingly Efficient
Jovita Lukasik, Steffen Jung, Margret Keuper
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
Classification
Attention
PDF
2022-03-15
One Network Doesn't Rule Them All: Moving Beyond Handcrafted Architectures in Self-Supervised Learning
Sharath Girish, Debadeepta Dey, Neel Joshi, Vibhav Vineet, Shital Shah, Caio Cesar Teodoro Mendes, Abhinav Shrivastava, Yale Song
arXiv_AI
arXiv_AI
NAS
Self-Supervised
Pose
Classification
Image_Classification
PDF
2022-03-14
Less is More: Proxy Datasets in NAS approaches
Brian Moser, Federico Raue, Jörn Hees, Andreas Dengel
arXiv_AI
arXiv_AI
NAS
Unsupervised
PDF
2022-03-11
Towards Bi-directional Skip Connections in Encoder-Decoder Architectures and Beyond
Tiange Xiang, Chaoyi Zhang, Xinyi Wang, Yang Song, Dongnan Liu, Heng Huang, Weidong Cai
arXiv_CV
arXiv_CV
NAS
Segmentation
3D
Pose
Medical
Inference
PDF
2022-03-10
Towards Less Constrained Macro-Neural Architecture Search
Vasco Lopes, Luís A. Alexandre
arXiv_CV
arXiv_CV
NAS
Pose
Autonomous
PDF
2022-03-08
Evolutionary Neural Cascade Search across Supernetworks
Alexander Chebykin, Tanja Alderliesten, Peter A. N. Bosman
arXiv_CV
arXiv_CV
NAS
PDF
2022-03-08
UENAS: A Unified Evolution-based NAS Framework
Zimian Wei, Hengyue Pan, Xin Niu, Peijie Dong, Dongsheng Li
arXiv_CV
arXiv_CV
NAS
Pose
Attention
PDF
2022-03-07
Searching for Robust Neural Architectures via Comprehensive and Reliable Evaluation
Jialiang Sun, Tingsong Jiang, Chao Li, Weien Zhou, Xiaoya Zhang, Wen Yao, Xiaoqian Chen
arXiv_AI
arXiv_AI
NAS
Adversarial
Pose
PDF
2022-03-04
Adaptive Cross-Layer Attention for Image Restoration
Yancheng Wang, Ning Xu, Chong Chen, Yingzhen Yang
arXiv_CV
arXiv_CV
NAS
Super_Resolution
Restoration
Pose
Relation
Denoising
Attention
Image_Compression
Inference
PDF
2022-03-04
Improving the Energy Efficiency and Robustness of tinyML Computer Vision using Log-Gradient Input Images
Qianyun Lu, Boris Murmann
arXiv_CV
arXiv_CV
NAS
Quantization
CNN
PDF
2022-03-04
WPNAS: Neural Architecture Search by jointly using Weight Sharing and Predictor
Ke Lin, Yong A, Zhuoxin Gan, Yingying Jiang
arXiv_CV
arXiv_CV
NAS
Pose
Few-Shot
Prediction
PDF
2022-03-03
Fast Neural Architecture Search for Lightweight Dense Prediction Networks
Lam Huynh, Esa Rahtu, Jiri Matas, Janne Heikkila
arXiv_CV
arXiv_CV
Image_Caption
Surveillance
NAS
Segmentation
Semantic_Segmentation
Super_Resolution
Classification
Medical
Prediction
PDF
2022-03-03
$β$-DARTS: Beta-Decay Regularization for Differentiable Architecture Search
Peng Ye, Baopu Li, Yikang Li, Tao Chen, Jiayuan Fan, Wanli Ouyang
arXiv_AI
arXiv_AI
NAS
Regularization
Pose
Attention
PDF
2022-03-01
PaSca: a Graph Neural Architecture Search System under the Scalable Paradigm
Wentao Zhang, Yu Shen, Zheyu Lin, Yang Li, Xiaosen Li, Wen Ouyang, Yangyu Tao, Zhi Yang, Bin Cui
arXiv_AI
arXiv_AI
NAS
Optimization
Pose
PDF
2022-02-27
An Efficient End-to-End 3D Model Reconstructionbased on Neural Architecture Search
Yongdong Huang, Yuanzhan Li, Xulong Cao, Siyu Zhang, Shen Cai, Ting Lu, Yuqi Liu
arXiv_CV
arXiv_CV
NAS
Reconstruction
Reinforcement_Learning
3D
Pose
Face
Classification
Inference
Prediction
PDF
2022-02-25
A Hardware-Aware System for Accelerating Deep Neural Network Optimization
Anthony Sarah, Daniel Cummings, Sharath Nittur Sridhar, Sairam Sundaresan, Maciej Szankin, Tristan Webb, J. Pablo Munoz
arXiv_AI
arXiv_AI
Transformer
NAS
Optimization
Pose
Face
PDF
2022-02-23
Mixed-Block Neural Architecture Search for Medical Image Segmentation
Martijn M.A. Bosma, Arkadiy Dushatskiy, Monika Grewal, Tanja Alderliesten, Peter A. N. Bosman
arXiv_CV
arXiv_CV
NAS
Segmentation
Pose
Action
Classification
Medical
Image_Classification
PDF
2022-02-17
Two-Stage Architectural Fine-Tuning with Neural Architecture Search using Early-Stopping in Image Classification
Youngkee Kim, Won Joon Yun, Youn Kyu Lee, Joongheon Kim
arXiv_AI
arXiv_AI
NAS
Transfer_Learning
Pose
Classification
CNN
Image_Classification
PDF
2022-02-15
Neural Architecture Search for Dense Prediction Tasks in Computer Vision
Thomas Elsken, Arber Zela, Jan Hendrik Metzen, Benedikt Staffler, Thomas Brox, Abhinav Valada, Frank Hutter
arXiv_CV
arXiv_CV
NAS
Segmentation
Semantic_Segmentation
Survey
Deep_Learning
Detection
Object_Detection
Prediction
PDF
2022-02-09
Model Architecture Adaption for Bayesian Neural Networks
Duo Wang, Yiren Zhao, Ilia Shumailov, Robert Mullins
arXiv_AI
arXiv_AI
NAS
Pose
Action
Inference
Prediction
PDF
2022-02-09
TinyM$^2$Net: A Flexible System Algorithm Co-designed Multimodal Learning Framework for Tiny Devices
Hasib-Al Rashid, Pretom Roy Ovi, Aryya Gangopadhyay, Tinoosh Mohsenin
arXiv_SD
arXiv_SD
NAS
Quantization
Optimization
Classification
Detection
Object_Detection
Attention
PDF
2022-02-09
Neural Architecture Search for Energy Efficient Always-on Audio Models
Daniel T. Speckhard, Karolis Misiunas, Sagi Perel, Tenghui Zhu, Simon Carlile, Malcolm Slaney
arXiv_SD
arXiv_SD
NAS
Optimization
Classification
Inference
PDF
2022-02-06
Learning Features with Parameter-Free Layers
Dongyoon Han, YoungJoon Yoo, Beomyoung Kim, Byeongho Heo
arXiv_CV
arXiv_CV
NAS
GAN
CNN
PDF
2022-02-04
Heed the Noise in Performance Evaluations in Neural Architecture Search
Arkadiy Dushatskiy, Tanja Alderliesten, Peter A. N. Bosman
arXiv_CV
arXiv_CV
NAS
Segmentation
Optimization
Pose
Medical
PDF
2022-01-31
NAS-Bench-Suite: NAS Evaluation is Surprisingly Easy
Yash Mehta, Colin White, Arber Zela, Arjun Krishnakumar, Guri Zabergja, Shakiba Moradian, Mahmoud Safari, Kaicheng Yu, Frank Hutter
arXiv_AI
arXiv_AI
NAS
Recognition
Speech
Face
Classification
Detection
Object_Detection
Speech_Recognition
Image_Classification
Prediction
PDF
2022-01-30
Augmenting Novelty Search with a Surrogate Model to Engineer Meta-Diversity in Ensembles of Classifiers
Rui P. Cardoso, Emma Hart, David Burth Kurka, Jeremy V. Pitt
arXiv_CV
arXiv_CV
NAS
Gradient_Descent
Sparse
Pose
Classification
PDF
2022-01-30
AutoSNN: Towards Energy-Efficient Spiking Neural Networks
Byunggook Na, Jisoo Mok, Seongsik Park, Dongjin Lee, Hyeokjun Choe, Sungroh Yoon
arXiv_AI
arXiv_AI
NAS
Sparse
Pose
Attention
PDF
2022-01-30
Neural Architecture Ranker
Bicheng Guo, Shibo He, Tao Chen, Jiming Chen, Peng Ye
arXiv_CV
arXiv_CV
NAS
Pose
Matching
PDF
2022-01-29
Self Semi Supervised Neural Architecture Search for Semantic Segmentation
Loïc Pauletto, Massih-Reza Amini, Nicolas Winckler
arXiv_CV
arXiv_CV
NAS
Segmentation
Semi_Supervised
Semantic_Segmentation
Gradient_Descent
Self-Supervised
Pose
PDF
2022-01-29
AutoDistil: Few-shot Task-agnostic Neural Architecture Search for Distilling Large Language Models
Dongkuan Xu, Subhabrata Mukherjee, Xiaodong Liu, Debadeepta Dey, Wenhui Wang, Xiang Zhang, Ahmed Hassan Awadallah, Jianfeng Gao
arXiv_CL
arXiv_CL
Transformer
NAS
Knowledge
Few-Shot
Attention
Language_Model
PDF
2022-01-27
DropNAS: Grouped Operation Dropout for Differentiable Architecture Search
Weijun Hong, Guilin Li, Weinan Zhang, Ruiming Tang, Yunhe Wang, Zhenguo Li, Yong Yu
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2022-01-26
ASFD: Automatic and Scalable Face Detector
Jian Li, Bin Zhang, Yabiao Wang, Ying Tai, ZhenYu Zhang, Chengjie Wang, Jilin Li, Xiaoming Huang, Yili Xia
arXiv_CV
arXiv_CV
NAS
Face_Detection
Enhancement
Pose
Face
Detection
Object_Detection
PDF
2022-01-24
Neural Architecture Searching for Facial Attributes-based Depression Recognition
Mingzhe Chen, Xi Xiao, Bin Zhang, Xinyu Liu, Runiu Lu
arXiv_AI
arXiv_AI
NAS
Recognition
Pose
CNN
PDF
2022-01-24
Unifying and Boosting Gradient-Based Training-Free Neural Architecture Search
Yao Shu, Zhongxiang Dai, Zhaoxuan Wu, Bryan Kian Hsiang Low
arXiv_AI
arXiv_AI
NAS
Pose
Relation
PDF
2022-01-24
PaRT: Parallel Learning Towards Robust and Transparent AI
Mahsa Paknezhad, Hamsawardhini Rengarajan, Chenghao Yuan, Sujanya Suresh, Manas Gupta, Savitha Ramasamy, Lee Hwee Kuan
arXiv_AI
arXiv_AI
NAS
Knowledge
Pose
Relation
PDF
2022-01-23
Neural Architecture Search for Spiking Neural Networks
Youngeun Kim, Yuhang Li, Hyoungseob Park, Yeshwanth Venkatesha, Priyadarshini Panda
arXiv_AI
arXiv_AI
NAS
Recognition
Relation
Attention
PDF
2022-01-22
NAS-VAD: Neural Architecture Search for Voice Activity Detection
Daniel Rho, Jinhyeok Park, Jong Hwan Ko
arXiv_SD
arXiv_SD
NAS
Pose
Detection
Attention
Activity
PDF
2022-01-17
Landscape of Neural Architecture Search across sensors: how much do they differ ?
Kalifou René Traoré, Andrés Camero, Xiao Xiang Zhu
arXiv_AI
arXiv_AI
NAS
Optimization
Pose
Classification
Image_Classification
PDF
2022-01-11
Winning solutions and post-challenge analyses of the ChaLearn AutoDL challenge 2019
Zhengying Liu, Adrien Pavao, Zhen Xu, Sergio Escalera, Fabio Ferreira, Isabelle Guyon, Sirui Hong, Frank Hutter, Rongrong Ji, Julio C. S. Jacques Junior, Ge Li, Marius Lindauer, Zhipeng Luo, Meysam Madadi, Thomas Nierhoff, Kangning Niu, Chunguang Pan, Danny Stoll, Sebastien Treguer, Jin Wang, Peng Wang, Chenglin Wu, Youcheng Xiong, Arbe r Zela, Yang Zhang
arXiv_AI
arXiv_AI
NAS
Pose
Classification
Deep_Learning
GAN
Matching
PDF
2022-01-08
Neural Architecture Search For LF-MMI Trained Time Delay Neural Networks
Shoukang Hu, Xurong Xie, Mingyu Cui, Jiajun Deng, Shansong Liu, Jianwei Yu, Mengzhe Geng, Xunying Liu, Helen Meng
arXiv_SD
arXiv_SD
NAS
Recognition
RNN
Knowledge
Speech
Pose
Speech_Recognition
PDF
2022-01-04
Automated Graph Machine Learning: Approaches, Libraries and Directions
Xin Wang, Ziwei Zhang, Wenwu Zhu
arXiv_AI
arXiv_AI
NAS
Optimization
Attention
PDF
2022-01-04
Quantum circuit architecture search on a superconducting processor
Kehuan Linghu, Yang Qian, Ruixia Wang, Meng-Jun Hu, Zhiyuan Li, Xuegang Li, Huikai Xu, Jingning Zhang, Teng Ma, Peng Zhao, Dong E. Liu, Min-Hsiu Hsieh, Xingyao Wu, Yuxuan Du, Dacheng Tao, Yirong Jin, Haifeng Yu
arXiv_CV
arXiv_CV
NAS
Classification
VQA
QA
PDF
2021-12-30
Automatic Mixed-Precision Quantization Search of BERT
Changsheng Zhao, Ting Hua, Yilin Shen, Qian Lou, Hongxia Jin
arXiv_AI
arXiv_AI
NAS
Quantization
Bert
Knowledge
Pose
Language_Model
PDF
2021-12-27
SPIDER: Searching Personalized Neural Architecture for Federated Learning
Erum Mushtaq, Chaoyang He, Jie Ding, Salman Avestimehr
arXiv_CV
arXiv_CV
NAS
Regularization
Inference
PDF
2021-12-27
Learn Layer-wise Connections in Graph Neural Networks
Lanning Wei, Huan Zhao, Zhiqiang He
arXiv_AI
arXiv_AI
NAS
Pose
PDF
2021-12-24
DARTS without a Validation Set: Optimizing the Marginal Likelihood
Miroslav Fil, Binxin Ru, Clare Lyle, Yarin Gal
arXiv_AI
arXiv_AI
NAS
Optimization
Attention
PDF
2021-12-22
Neuroevolution deep learning architecture search for estimation of river surface elevation from photogrammetric Digital Surface Models
Radosław Szostak, Marcin Pietroń, Mirosław Zimnoch, Przemysław Wachniew, Paweł Ćwiąkała, Edyta Puniach
arXiv_CV
arXiv_CV
NAS
Knowledge
Pose
Face
Deep_Learning
PDF
2021-12-20
HyperSegNAS: Bridging One-Shot Neural Architecture Search with 3D Medical Image Segmentation using HyperNet
Cheng Peng, Andriy Myronenko, Ali Hatamizadeh, Vish Nath, Md Mahfuzur Rahman Siddiquee, Yufan He, Daguang Xu, Rama Chellappa, Dong Yang
arXiv_CV
arXiv_CV
NAS
Segmentation
Semantic_Segmentation
3D
Optimization
Deep_Learning
GAN
Medical
PDF
2021-12-16
Learning Interpretable Models Through Multi-Objective Neural Architecture Search
Zachariah Carmichael, Tim Moon, Sam Ade Jacobs
arXiv_AI
arXiv_AI
NAS
Optimization
Pose
Classification
Deep_Learning
Image_Classification
PDF
2021-12-15
M-FasterSeg: An Efficient Semantic Segmentation Network Based on Neural Architecture Search
Huiyu Kuang
arXiv_CV
arXiv_CV
NAS
Segmentation
Semantic_Segmentation
Pose
Deep_Learning
Attention
Drone
Prediction
PDF
2021-12-10
Quantum Architecture Search via Continual Reinforcement Learning
Esther Ye, Samuel Yen-Chi Chen
arXiv_AI
arXiv_AI
NAS
Reinforcement_Learning
Knowledge
Pose
PDF
2021-12-10
Fast and scalable neuroevolution deep learning architecture search for multivariate anomaly detection
M.Pietroń, D.Żurek, K.Faber
arXiv_AI
arXiv_AI
NAS
Unsupervised
Optimization
Pose
Deep_Learning
Detection
PDF
2021-12-09
Learning with Nested Scene Modeling and Cooperative Architecture Search for Low-Light Vision
Risheng Liu, Long Ma, Tengyu Ma, Xin Fan, Zhongxuan Luo
arXiv_CV
arXiv_CV
NAS
Segmentation
Enhancement
Optimization
Pose
Deep_Learning
Detection
PDF
2021-12-09
Auto-X3D: Ultra-Efficient Video Understanding via Finer-Grained Neural Architecture Search
Yifan Jiang, Xinyu Gong, Junru Wu, Humphrey Shi, Zhicheng Yan, Zhangyang Wang
arXiv_CV
arXiv_CV
NAS
Recognition
Video_Caption
3D
Attention
PDF
2021-12-07
Evaluating Generic Auto-ML Tools for Computational Pathology
Lars Ole Schwen, Daniela Schacherer, Christian Geißler, André Homeyer
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
Classification
CNN
Prediction
PDF
2021-12-07
RSBNet: One-Shot Neural Architecture Search for A Backbone Network in Remote Sensing Image Recognition
Cheng Peng, Yangyang Li, Ronghua Shang, Licheng Jiao
arXiv_AI
arXiv_AI
NAS
Recognition
Scene_Classification
Knowledge
Pose
Classification
Deep_Learning
Detection
Object_Detection
PDF
2021-12-05
Exploring Complicated Search Spaces with Interleaving-Free Sampling
Yunjie Tian, Lingxi Xie, Jiemin Fang, Jianbin Jiao, Qixiang Ye, Qi Tian
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2021-12-03
Data-Free Neural Architecture Search via Recursive Label Calibration
Zechun Liu, Zhiqiang Shen, Yun Long, Eric Xing, Kwang-Ting Cheng, Chas Leichner
arXiv_AI
arXiv_AI
NAS
Regularization
Knowledge
Pose
PDF
2021-12-01
Training BatchNorm Only in Neural Architecture Search and Beyond
Yichen Zhu, Jie Du, Yuqin Zhu, Yi Wang, Zhicai Ou, Feifei Feng, Jian Tang
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2021-11-30
Improving Differentiable Architecture Search with a Generative Model
Ruisi Zhang, Youwei Liang, Sai Ashish Somayajula, Pengtao Xie
arXiv_CV
arXiv_CV
NAS
Recognition
Optimization
Classification
Attention
PDF
2021-11-30
MAPLE: Microprocessor A Priori for Latency Estimation
Saad Abbasi, Alexander Wong, Mohammad Javad Shafiee
arXiv_AI
arXiv_AI
NAS
Transfer_Learning
Pose
Quantitative
PDF
2021-11-30
EAGAN: Efficient Two-stage Evolutionary Architecture Search for GANs
Guohao Ying, Xin He, Bin Gao, Bo Han, Xiaowen Chu
arXiv_CV
arXiv_CV
NAS
Adversarial
Pose
GAN
PDF
2021-11-29
TransWeather: Transformer-based Restoration of Images Degraded by Adverse Weather Conditions
Jeya Maria Jose Valanarasu, Rajeev Yasarla, Vishal M. Patel
arXiv_CV
arXiv_CV
Transformer
NAS
Embedding
Restoration
Pose
Attention
PDF
2021-11-29
Searching the Search Space of Vision Transformer
Minghao Chen, Kan Wu, Bolin Ni, Houwen Peng, Bei Liu, Jianlong Fu, Hongyang Chao, Haibin Ling
arXiv_CV
arXiv_CV
Transformer
NAS
Segmentation
Semantic_Segmentation
Recognition
Pose
Detection
VQA
Object_Detection
PDF
2021-11-29
Mixed Precision Low-bit Quantization of Neural Network Language Models for Speech Recognition
Junhao Xu, Jianwei Yu, Shoukang Hu, Xunying Liu, Helen Meng
arXiv_CL
arXiv_CL
Transformer
NAS
Quantization
Gradient_Descent
Recognition
RNN
Speech
Pose
Speech_Recognition
Language_Model
PDF
2021-11-29
Mixed Precision DNN Qunatization for Overlapped Speech Separation and Recognition
Junhao Xu, Jianwei Yu, Xunying Liu, Helen Meng
arXiv_SD
arXiv_SD
NAS
Quantization
Recognition
Speech
Pose
PDF
2021-11-29
Mixed Precision of Quantization of Transformer Language Models for Speech Recognition
Junhao Xu, Shoukang Hu, Jianwei Yu, Xunying Liu, Helen Meng
arXiv_SD
arXiv_SD
Transformer
NAS
Quantization
Recognition
Speech
Pose
Speech_Recognition
Language_Model
PDF
2021-11-27
ISNAS-DIP: Image-Specific Neural Architecture Search for Deep Image Prior
Metin Ersin Arican, Ozgur Kara, Gustav Bredell, Ender Konukoglu
arXiv_CV
arXiv_CV
NAS
Reconstruction
Inpainting
Super_Resolution
Restoration
Pose
Denoising
CNN
PDF
2021-11-26
Revisiting Efficient Object Detection Backbones from Zero-Shot Neural Architecture Search
Zhenhong Sun, Ming Lin, Xiuyu Sun, Zhiyu Tan, Rong Jin
arXiv_CV
arXiv_CV
NAS
Zero-Shot
Pose
Detection
Object_Detection
Inference
PDF
2021-11-25
AutoHEnsGNN: Winning Solution to AutoGraph Challenge for KDD Cup 2020
Jin Xu, Mingjian Chen, Jianqiang Huang, Xingyuan Tang, Ke Hu, Jian Li, Jia Cheng, Jun Lei
arXiv_AI
arXiv_AI
NAS
Knowledge
Pose
Classification
Prediction
PDF
2021-11-24
Quantum Architecture Search with Meta-learning
Zhimin He, Chuangtao Chen, Lvzhou Li, Shenggen Zheng, Haozhen Situ
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
VQA
QA
PDF
2021-11-23
Pruning Self-attentions into Convolutional Layers in Single Path
Haoyu He, Jing Liu, Zizheng Pan, Jianfei Cai, Jing Zhang, Dacheng Tao, Bohan Zhuang
arXiv_CV
arXiv_CV
Transformer
NAS
Optimization
Pose
Relation
Attention
CNN
PDF
2021-11-22
Anomaly-resistant Graph Neural Networks via Neural Architecture Search
Minjae Park
arXiv_AI
arXiv_AI
NAS
Pose
PDF
2021-11-19
FBNetV5: Neural Architecture Search for Multiple Tasks in One Run
Bichen Wu, Chaojian Li, Hang Zhang, Xiaoliang Dai, Peizhao Zhang, Matthew Yu, Jialiang Wang, Yingyan Lin, Peter Vajda
arXiv_CV
arXiv_CV
NAS
Segmentation
Semantic_Segmentation
Pose
Classification
Detection
Object_Detection
Image_Classification
PDF
2021-11-16
JMSNAS: Joint Model Split and Neural Architecture Search for Learning over Mobile Edge Networks
Yuqing Tian, Zhaoyang Zhang, Zhaohui Yang, Qianqian Yang
arXiv_AI
arXiv_AI
NAS
Pose
PDF
2021-11-15
Stacked BNAS: Rethinking Broad Convolutional Neural Network for Neural Architecture Search
Zixiang Ding, Yaran Chen, Nannan Li, Dongbin Zhao
arXiv_CV
arXiv_CV
NAS
Embedding
Enhancement
Knowledge
Pose
Action
CNN
PDF
2021-11-15
Searching for TrioNet: Combining Convolution with Local and Global Self-Attention
Huaijin Pi, Huiyu Wang, Yingwei Li, Zizhang Li, Alan Yuille
arXiv_CV
arXiv_CV
NAS
Pose
Classification
Attention
PDF
2021-11-13
Full-attention based Neural Architecture Search using Context Auto-regression
Yuan Zhou, Haiyang Wang, Shuwei Huo, Boyu Wang
arXiv_CV
arXiv_CV
NAS
Recognition
Zero-Shot
Image_Retrieval
Self-Supervised
Pose
Classification
Attention
Image_Classification
PDF
2021-11-13
Towards One Shot Search Space Poisoning in Neural Architecture Search
Nayan Saxena, Robert Wu, Rohan Jain
arXiv_AI
arXiv_AI
NAS
Classification
Prediction
PDF
2021-11-12
deepstruct -- linking deep learning and graph theory
Julian Stier, Michael Granitzer
arXiv_AI
arXiv_AI
NAS
Pose
Deep_Learning
PDF
2021-11-11
Learning from Mistakes -- A Framework for Neural Architecture Search
Bhanu Garg, Li Zhang, Pradyumna Sridhara, Ramtin Hosseini, Eric Xing, Pengtao Xie
arXiv_AI
arXiv_AI
NAS
Optimization
Pose
PDF
2021-11-08
Approximate Neural Architecture Search via Operation Distribution Learning
Xingchen Wan, Binxin Ru, Pedro M. Esperança, Fabio M. Carlucci
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2021-11-08
Triple-level Model Inferred Collaborative Network Architecture for Video Deraining
Pan Mu, Zhu Liu, Yaohua Liu, Risheng Liu, Xin Fan
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
Attention
Optical_Flow
PDF
2021-11-06
TND-NAS: Towards Non-differentiable Objectives in Progressive Differentiable NAS Framework
Bo Lyu, Shiping Wen, Zheng Yan, Kaibo Shi, Ke Li, Tingwen Huang
arXiv_AI
arXiv_AI
NAS
Pose
PDF
2021-11-05
NAS-Bench-x11 and the Power of Learning Curves
Shen Yan, Colin White, Yash Savani, Frank Hutter
arXiv_AI
arXiv_AI
NAS
PDF
2021-11-05
A Data-driven Approach to Neural Architecture Search Initialization
Kalifou René Traoré, Andrés Camero, Xiao Xiang Zhu
arXiv_AI
arXiv_AI
NAS
Pose
Attention
PDF
2021-11-02
Fitness Landscape Footprint: A Framework to Compare Neural Architecture Search Problems
Kalifou René Traoré, Andrés Camero, Xiao Xiang Zhu
arXiv_AI
arXiv_AI
NAS
Optimization
Pose
Quantitative
Classification
Image_Classification
PDF
2021-11-01
One Proxy Device Is Enough for Hardware-Aware Neural Architecture Search
Bingqian Lu, Jianyi Yang, Weiwen Jiang, Yiyu Shi, Shaolei Ren
arXiv_AI
arXiv_AI
NAS
Pose
CNN
Autonomous
Inference
PDF
2021-11-01
Comprehensive and Clinically Accurate Head and Neck Organs at Risk Delineation via Stratified Deep Learning: A Large-scale Multi-Institutional Study
Dazhou Guo, Jia Ge, Xianghua Ye, Senxiang Yan, Yi Xin, Yuchen Song, Bing-shen Huang, Tsung-Min Hung, Zhuotun Zhu, Ling Peng, Yanping Ren, Rui Liu, Gong Zhang, Mengyuan Mao, Xiaohua Chen, Zhongjie Lu, Wenxiang Li, Yuzhen Chen, Lingyun Huang, Jing Xiao, Adam P. Harrison, Le Lu, Chien-Yu Lin, Dakai Jin, Tsung-Ying Ho
arXiv_CV
arXiv_CV
NAS
Segmentation
Pose
Deep_Learning
GAN
Prediction
PDF
2021-10-28
MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning
Ji Lin, Wei-Ming Chen, Han Cai, Chuang Gan, Song Han
arXiv_CV
arXiv_CV
NAS
Pose
Classification
Deep_Learning
Detection
Object_Detection
CNN
Image_Classification
Inference
PDF
2021-10-28
Guided Evolution for Neural Architecture Search
Vasco Lopes, Miguel Santos, Bruno Degardin, Luís A. Alexandre
arXiv_AI
arXiv_AI
NAS
Knowledge
Pose
Action
PDF
2021-10-26
Learning Graph Representation of Person-specific Cognitive Processes from Audio-visual Behaviours for Automatic Personality Recognition
Siyang Song, Zilong Shao, Shashank Jaiswal, Linlin Shen, Michel Valstar, Hatice Gunes
arXiv_CV
arXiv_CV
NAS
Recognition
Pose
Action
PDF
2021-10-25
Differentiable NAS Framework and Application to Ads CTR Prediction
Ravi Krishna, Aravind Kalaiah, Bichen Wu, Maxim Naumov, Dheevatsa Mudigere, Misha Smelyanskiy, Kurt Keutzer
arXiv_AI
arXiv_AI
NAS
Deep_Learning
Inference
Prediction
Recommendation
PDF
2021-10-24
NAS-FCOS: Efficient Search for Object Detection Architectures
Ning Wang, Yang Gao, Hao Chen, Peng Wang, Zhi Tian, Chunhua Shen, Yanning Zhang
arXiv_CV
arXiv_CV
NAS
Reinforcement_Learning
Knowledge
Pose
Detection
Object_Detection
Prediction
PDF
2021-10-24
IQNAS: Interpretable Integer Quadratic Programming Neural Architecture Search
Niv Nayman, Yonathan Aflalo, Asaf Noy, Rong Jin, Lihi Zelnik-Manor
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2021-10-23
Benchmarking of Lightweight Deep Learning Architectures for Skin Cancer Classification using ISIC 2017 Dataset
Abdurrahim Yilmaz, Mucahit Kalebasi, Yegor Samoylenko, Mehmet Erhan Guvenilir, Huseyin Uvet
arXiv_CV
arXiv_CV
NAS
Transfer_Learning
Classification
Deep_Learning
GAN
PDF
2021-10-23
Towards a Robust Differentiable Architecture Search under Label Noise
Christian Simon, Piotr Koniusz, Lars Petersson, Yan Han, Mehrtash Harandi
arXiv_CV
arXiv_CV
NAS
Knowledge
PDF
2021-10-21
3D-ANAS v2: Grafting Transformer Module on Automatically Designed ConvNet for Hyperspectral Image Classification
Xizhe Xue, Haokui Zhang, Zongwen Bai, Ying Li
arXiv_CV
arXiv_CV
Transformer
NAS
3D
Pose
Classification
Deep_Learning
Image_Classification
PDF
2021-10-19
NAS-HPO-Bench-II: A Benchmark Dataset on Joint Optimization of Convolutional Neural Network Architecture and Training Hyperparameters
Yoichi Hirose, Nozomu Yoshinari, Shinichi Shirakawa
arXiv_AI
arXiv_AI
NAS
Optimization
CNN
PDF
2021-10-16
DPNAS: Neural Architecture Search for Deep Learningwith Differential Privacy
Anda Cheng, Jiaxing Wang, Xi Sheryl Zhang, Qiang Chen, Peisong Wang, Jian Cheng
arXiv_AI
arXiv_AI
NAS
Pose
Deep_Learning
PDF
2021-10-13
CONetV2: Efficient Auto-Channel Size Optimization for CNNs
Yi Ru Wang, Samir Khaki, Weihang Zheng, Mahdi S. Hosseini, Konstantinos N. Plataniotis
arXiv_CV
arXiv_CV
NAS
Optimization
Knowledge
Action
CNN
PDF
2021-10-12
On the Security Risks of AutoML
Ren Pang, Zhaohan Xi, Shouling Ji, Xiapu Luo, Ting Wang
arXiv_CV
arXiv_CV
NAS
OCR
Adversarial
Relation
PDF
2021-10-12
NAS-Bench-360: Benchmarking Diverse Tasks for Neural Architecture Search
Renbo Tu, Mikhail Khodak, Nicholas Roberts, Ameet Talwalkar
arXiv_CV
arXiv_CV
NAS
Classification
CNN
Image_Classification
PDF
2021-10-11
Neural Architecture Search for Efficient Uncalibrated Deep Photometric Stereo
Francesco Sarno, Suryansh Kumar, Berk Kaya, Zhiwu Huang, Vittorio Ferrari, Luc Van Gool
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
Face
PDF
2021-10-10
ZARTS: On Zero-order Optimization for Neural Architecture Search
Xiaoxing Wang, Wenxuan Guo, Junchi Yan, Jianlin Su, Xiaokang Yang
arXiv_CV
arXiv_CV
NAS
Gradient_Descent
Optimization
Pose
PDF
2021-10-10
SuperShaper: Task-Agnostic Super Pre-training of BERT Models with Variable Hidden Dimensions
Vinod Ganesan, Gowtham Ramesh, Pratyush Kumar
arXiv_CL
arXiv_CL
Transformer
NAS
Bert
Pose
Language_Model
PDF
2021-10-08
Performance optimizations on deep noise suppression models
Jerry Chee, Sebastian Braun, Vishak Gopal, Ross Cutler
arXiv_SD
arXiv_SD
NAS
Optimization
Speech
Pose
Deep_Learning
Inference
PDF
2021-10-08
Observations on K-image Expansion of Image-Mixing Augmentation for Classification
Joonhyun Jeong, Sungmin Cha, Youngjoon Yoo, Sangdoo Yun, Taesup Moon, Jongwon Choi
arXiv_CV
arXiv_CV
NAS
Adversarial
Classification
Image_Classification
PDF
2021-10-08
Dataset Condensation with Distribution Matching
Bo Zhao, Hakan Bilen
arXiv_CV
arXiv_CV
NAS
Embedding
Optimization
Pose
Matching
PDF
2021-10-08
UniNet: Unified Architecture Search with Convolution, Transformer, and MLP
Jihao Liu, Hongsheng Li, Guanglu Song, Xin Huang, Yu Liu
arXiv_CV
arXiv_CV
Transformer
NAS
Segmentation
Semantic_Segmentation
Pose
Classification
Detection
Object_Detection
PDF
2021-10-08
Accelerating Multi-Objective Neural Architecture Search by Random-Weight Evaluation
Shengran Hu, Ran Cheng, Cheng He, Zhichao Lu, Jing Wang, Miao Zhang
arXiv_CV
arXiv_CV
NAS
Gradient_Descent
Pose
CNN
PDF
2021-10-07
Multi-objective Optimization by Learning Space Partitions
Yiyang Zhao, Linnan Wang, Kevin Yang, Tianjun Zhang, Tian Guo, Yuandong Tian
arXiv_AI
arXiv_AI
NAS
Optimization
Pose
PDF
2021-10-04
Max and Coincidence Neurons in Neural Networks
Albert Lee, Kang L. Wang
arXiv_CV
arXiv_CV
NAS
PDF
2021-09-30
DAAS: Differentiable Architecture and Augmentation Policy Search
Xiaoxing Wang, Xiangxiang Chu, Junchi Yan, Xiaokang Yang
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2021-09-28
Delve into the Performance Degradation of Differentiable Architecture Search
Jiuling Zhang, Zhiming Ding
arXiv_AI
arXiv_AI
NAS
Optimization
Regularization
Pose
PDF
2021-09-25
Profiling Neural Blocks and Design Spaces for Mobile Neural Architecture Search
Keith G. Mills, Fred X. Han, Jialin Zhang, Seyed Saeed Changiz Rezaei, Fabian Chudak, Wei Lu, Shuo Lian, Shangling Jui, Di Niu
arXiv_CV
arXiv_CV
NAS
Deep_Learning
Inference
PDF
2021-09-25
L$^{2}$NAS: Learning to Optimize Neural Architectures via Continuous-Action Reinforcement Learning
Keith G. Mills, Fred X. Han, Mohammad Salameh, Seyed Saeed Changiz Rezaei, Linglong Kong, Wei Lu, Shuo Lian, Shangling Jui, Di Niu
arXiv_CV
arXiv_CV
NAS
Gradient_Descent
Reinforcement_Learning
Optimization
Pose
Action
PDF
2021-09-25
An embarrassingly simple comparison of machine learning algorithms for indoor scene classification
Bhanuka Manesha Samarasekara Vitharana Gamage
arXiv_CV
arXiv_CV
NAS
Recognition
Scene_Classification
Pose
Classification
Autonomous
PDF
2021-09-18
SpeechNAS: Towards Better Trade-off between Latency and Accuracy for Large-Scale Speaker Verification
Wentao Zhu, Tianlong Kong, Shun Lu, Jixiang Li, Dawei Zhang, Feng Deng, Xiaorui Wang, Sen Yang, Ji Liu
arXiv_AI
arXiv_AI
NAS
Embedding
Recognition
Speech
PDF
2021-09-17
Self-Supervised Neural Architecture Search for Imbalanced Datasets
Aleksandr Timofeev, Grigorios G. Chrysos, Volkan Cevher
arXiv_AI
arXiv_AI
NAS
Self-Supervised
Pose
Medical
PDF
2021-09-15
RankNAS: Efficient Neural Architecture Search by Pairwise Ranking
Chi Hu, Chenglong Wang, Xiangnan Ma, Xia Meng, Yinqiao Li, Tong Xiao, Jingbo Zhu, Changliang Li
arXiv_CL
arXiv_CL
NAS
Pose
Language_Model
PDF
2021-09-15
Neural Architecture Search in operational context: a remote sensing case-study
Anthony Cazasnoves, Pierre-Antoine Ganaye, Kévin Sanchis, Tugdual Ceillier
arXiv_CV
arXiv_CV
NAS
Segmentation
Semantic_Segmentation
Deep_Learning
Autonomous
PDF
2021-09-14
Hardware-aware Real-time Myocardial Segmentation Quality Control in Contrast Echocardiography
Dewen Zeng, Yukun Ding, Haiyun Yuan, Meiping Huang, Xiaowei Xu, Jian Zhuang, Jingtong Hu, Yiyu Shi
arXiv_CV
arXiv_CV
NAS
Segmentation
Regularization
Pose
Prediction
PDF
2021-09-14
AdaPruner: Adaptive Channel Pruning and Effective Weights Inheritance
Xiangcheng Liu, Jian Cao, Hongyi Yao, Wenyu Sun, Yuan Zhang
arXiv_CV
arXiv_CV
NAS
Pose
Classification
Image_Classification
PDF
2021-09-13
Evolving Architectures with Gradient Misalignment toward Low Adversarial Transferability
Kevin Richard G. Operiano, Wanchalerm Pora, Hitoshi Iba, Hiroshi Kera
arXiv_CV
arXiv_CV
NAS
Adversarial
Pose
PDF
2021-09-13
DHA: End-to-End Joint Optimization of Data Augmentation Policy, Hyper-parameter and Architecture
Kaichen Zhou, Lanqing Hong, Shoukang Hu, Fengwei Zhou, Binxin Ru, Jiashi Feng, Zhenguo Li
arXiv_CV
arXiv_CV
NAS
Optimization
Knowledge
Pose
Relation
PDF
2021-09-12
Domain Adaptation by Maximizing Population Correlation with Neural Architecture Search
Zhixiong Yue, Pengxin Guo, Yu Zhang
arXiv_AI
arXiv_AI
NAS
Pose
Relation
PDF
2021-09-11
RobustART: Benchmarking Robustness on Architecture Design and Training Techniques
Shiyu Tang, Ruihao Gong, Yan Wang, Aishan Liu, Jiakai Wang, Xinyun Chen, Fengwei Yu, Xianglong Liu, Dawn Song, Alan Yuille, Philip H.S. Torr, Dacheng Tao
arXiv_CV
arXiv_CV
Transformer
NAS
Adversarial
Pose
Relation
PDF
2021-09-10
ReconfigISP: Reconfigurable Camera Image Processing Pipeline
Ke Yu, Zexian Li, Yue Peng, Chen Change Loy, Jinwei Gu
arXiv_CV
arXiv_CV
NAS
Restoration
Pose
Detection
Object_Detection
PDF
2021-09-04
ISyNet: Convolutional Neural Networks design for AI accelerator
Alexey Letunovskiy, Vladimir Korviakov, Vladimir Polovnikov, Anastasiia Kargapoltseva, Ivan Mazurenko, Yepan Xiong
arXiv_CV
arXiv_CV
NAS
Recognition
Speech
Pose
Classification
Deep_Learning
Detection
Speech_Recognition
CNN
PDF
2021-09-03
Edge-featured Graph Neural Architecture Search
Shaofei Cai, Liang Li, Xinzhe Han, Zheng-jun Zha, Qingming Huang
arXiv_AI
arXiv_AI
NAS
Pose
Relation
PDF
2021-09-02
NASI: Label- and Data-agnostic Neural Architecture Search at Initialization
Yao Shu, Shaofeng Cai, Zhongxiang Dai, Beng Chin Ooi, Bryan Kian Hsiang Low
arXiv_AI
arXiv_AI
NAS
Pose
PDF
2021-09-01
Searching for Efficient Multi-Stage Vision Transformers
Yi-Lun Liao, Sertac Karaman, Vivienne Sze
arXiv_CV
arXiv_CV
Transformer
NAS
Pose
CNN
PDF
2021-08-30
Searching for Two-Stream Models in Multivariate Space for Video Recognition
Xinyu Gong, Heng Wang, Zheng Shou, Matt Feiszli, Zhangyang Wang, Zhicheng Yan
arXiv_AI
arXiv_AI
NAS
Recognition
Pose
Attention
PDF
2021-08-29
Analyzing and Mitigating Interference in Neural Architecture Search
Jin Xu, Xu Tan, Kaitao Song, Renqian Luo, Yichong Leng, Tao Qin, Tie-Yan Liu, Jian Li
arXiv_CL
arXiv_CL
NAS
Bert
Optimization
Pose
Relation
PDF
2021-08-26
StressNAS: Affect State and Stress Detection Using Neural Architecture Search
Lam Huynh, Tri Nguyen, Thu Nguyen, Susanna Pirttikangas, Pekka Siirtola
arXiv_AI
arXiv_AI
NAS
Pose
Detection
PDF
2021-08-25
Design and Scaffolded Training of an Efficient DNN Operator for Computer Vision on the Edge
Vinod Ganesan, Pratyush Kumar
arXiv_CV
arXiv_CV
NAS
Knowledge
Pose
Inference
PDF
2021-08-25
Lightweight Monocular Depth with a Novel Neural Architecture Search Method
Lam Huynh, Phong Nguyen, Jiri Matas, Esa Rahtu, Janne Heikkila
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2021-08-25
iDARTS: Improving DARTS by Node Normalization and Decorrelation Discretization
Huiqun Wang, Ruijie Yang, Di Huang, Yunhong Wang
arXiv_CV
arXiv_CV
NAS
Pose
Relation
PDF
2021-08-24
PocketNet: Extreme Lightweight Face Recognition Network using Neural Architecture Search and Multi-Step Knowledge Distillation
Fadi Boutros, Patrick Siebke, Marcel Klemt, Naser Damer, Florian Kirchbuchner, Arjan Kuijper
arXiv_CV
arXiv_CV
NAS
Recognition
Knowledge
Pose
Face
Face_Recognition
PDF
2021-08-24
Learning Effective and Efficient Embedding via an Adaptively-Masked Twins-based Layer
Bencheng Yan, Pengjie Wang, Kai Zhang, Wei Lin, Kuang-Chih Lee, Jian Xu, Bo Zheng
arXiv_AI
arXiv_AI
NAS
Embedding
Pose
Deep_Learning
Recommendation
PDF
2021-08-23
MS-DARTS: Mean-Shift Based Differentiable Architecture Search
Jun-Wei Hsieh, Ming-Ching Chang, Ping-Yang Chen, Cheng-Han Chou, Chih-Sheng Huang
arXiv_AI
arXiv_AI
NAS
Pose
Attention
PDF
2021-08-22
Pi-NAS: Improving Neural Architecture Search by Reducing Supernet Training Consistency Shift
Jiefeng Peng, Jiqi Zhang, Changlin Li, Guangrun Wang, Xiaodan Liang, Liang Lin
arXiv_CV
arXiv_CV
NAS
Unsupervised
Pose
Relation
PDF
2021-08-20
D-DARTS: Distributed Differentiable Architecture Search
Alexandre Heuillet, Hedi Tabia, Hichem Arioui, Kamal Youcef-Toumi
arXiv_CV
arXiv_CV
NAS
Gradient_Descent
Pose
PDF
2021-08-19
An Information Theory-inspired Strategy for Automatic Network Pruning
Xiawu Zheng, Yuexiao Ma, Teng Xi, Gang Zhang, Errui Ding, Yuchao Li, Jie Chen, Yonghong Tian, Rongrong Ji
arXiv_CV
arXiv_CV
NAS
Bert
Optimization
Pose
CNN
PDF
2021-08-18
A good body is all you need: avoiding catastrophic interference via agent architecture search
Joshua Powers, Ryan Grindle, Lapo Frati, Josh Bongard
arXiv_RO
arXiv_RO
NAS
Optimization
Action
PDF
2021-08-18
Single-DARTS: Towards Stable Architecture Search
Pengfei Hou, Ying Jin, Yukang Chen
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
PDF
2021-08-18
RANK-NOSH: Efficient Predictor-Based Architecture Search via Non-Uniform Successive Halving
Ruochen Wang, Xiangning Chen, Minhao Cheng, Xiaocheng Tang, Cho-Jui Hsieh
arXiv_AI
arXiv_AI
NAS
Pose
PDF
2021-08-18
Achieving on-Mobile Real-Time Super-Resolution with Neural Architecture and Pruning Search
Zheng Zhan, Yifan Gong, Pu Zhao, Geng Yuan, Wei Niu, Yushu Wu, Tianyun Zhang, Malith Jayaweera, David Kaeli, Bin Ren, Xue Lin, Yanzhi Wang
arXiv_CV
arXiv_CV
NAS
Super_Resolution
Sparse
Pose
Deep_Learning
Inference
PDF
2021-08-16
BN-NAS: Neural Architecture Search with Batch Normalization
Boyu Chen, Peixia Li, Baopu Li, Chen Lin, Chuming Li, Ming Sun, Junjie Yan, Wanli Ouyang
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2021-08-16
Probeable DARTS with Application to Computational Pathology
Sheyang Tang, Mahdi S. Hosseini, Lina Chen, Sonal Varma, Corwyn Rowsell, Savvas Damaskinos, Konstantinos N. Plataniotis, Zhou Wang
arXiv_CV
arXiv_CV
NAS
Optimization
Knowledge
Prediction
PDF
2021-08-15
CONet: Channel Optimization for Convolutional Neural Networks
Mahdi S. Hosseini, Jia Shu Zhang, Zhe Liu, Andre Fu, Jingxuan Su, Mathieu Tuli, Konstantinos N. Plataniotis
arXiv_CV
arXiv_CV
NAS
Optimization
CNN
PDF
2021-08-14
FOX-NAS: Fast, On-device and Explainable Neural Architecture Search
Chia-Hsiang Liu, Yu-Shin Han, Yuan-Yao Sung, Yi Lee, Hung-Yueh Chiang, Kai-Chiang Wu
arXiv_CV
arXiv_CV
NAS
Quantization
Pose
Classification
PDF
2021-08-13
EEEA-Net: An Early Exit Evolutionary Neural Architecture Search
Chakkrit Termritthikun, Yeshi Jamtsho, Jirarat Ieamsaard, Paisarn Muneesawang, Ivan Lee
arXiv_CV
arXiv_CV
NAS
Segmentation
Semantic_Segmentation
Recognition
Detection
Object_Detection
CNN
PDF
2021-08-12
Improving Ranking Correlation of Supernet with Candidates Enhancement and Progressive Training
Ziwei Yang, Ruyi Zhang, Zhi Yang, Xubo Yang, Lei Wang, Zheyang Li
arXiv_CV
arXiv_CV
NAS
Enhancement
Pose
Relation
PDF
2021-08-12
DARTS for Inverse Problems: a Study on Hyperparameter Sensitivity
Jonas Geiping, Jovita Lukasik, Margret Keuper, Michael Moeller
arXiv_CV
arXiv_CV
NAS
Reconstruction
Optimization
Classification
Relation
Image_Classification
PDF
2021-08-12
Cascade Bagging for Accuracy Prediction with Few Training Samples
Ruyi Zhang, Ziwei Yang, Zhi Yang, Xubo Yang, Lei Wang, Zheyang Li
arXiv_CV
arXiv_CV
NAS
Pose
Prediction
PDF
2021-08-10
Accelerating Evolutionary Neural Architecture Search via Multi-Fidelity Evaluation
Shangshang Yang, Ye Tian, Xiaoshu Xiang, Shichen Peng, Xingyi Zhang
arXiv_AI
arXiv_AI
NAS
Pose
Attention
PDF
2021-08-10
Rethinking Architecture Selection in Differentiable NAS
Ruochen Wang, Minhao Cheng, Xiangning Chen, Xiaocheng Tang, Cho-Jui Hsieh
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
Attention
PDF
2021-08-07
NASOA: Towards Faster Task-oriented Online Fine-tuning with a Zoo of Models
Hang Xu, Ning Kang, Gengwei Zhang, Chuanlong Xie, Xiaodan Liang, Zhenguo Li
arXiv_AI
arXiv_AI
NAS
Pose
PDF
2021-08-06
AceNAS: Learning to Rank Ace Neural Architectures with Weak Supervision of Weight Sharing
Yuge Zhang, Chenqian Yan, Quanlu Zhang, Li Lyna Zhang, Yaming Yang, Xiaotian Gao, Yuqing Yang
arXiv_AI
arXiv_AI
NAS
Optimization
Pose
PDF
2021-08-04
Generic Neural Architecture Search via Regression
Yuhong Li, Cong Hao, Pan Li, Jinjun Xiong, Deming Chen
arXiv_AI
arXiv_AI
NAS
RNN
Self-Supervised
Pose
Classification
Image_Classification
PDF
2021-08-03
AdvRush: Searching for Adversarially Robust Neural Architectures
Jisoo Mok, Byunggook Na, Hyeokjun Choe, Sungroh Yoon
arXiv_AI
arXiv_AI
NAS
Adversarial
Pose
Prediction
PDF
2021-08-03
Elastic Architecture Search for Diverse Tasks with Different Resources
Jing Liu, Bohan Zhuang, Mingkui Tan, Xu Liu, Dinh Phung, Yuanqing Li, Jianfei Cai
arXiv_CV
arXiv_CV
NAS
Pose
Classification
Image_Classification
Inference
PDF
2021-08-01
FLASH: Fast Neural Architecture Search with Hardware Optimization
Guihong Li, Sumit K. Mandal, Umit Y. Ogras, Radu Marculescu
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
Inference
PDF
2021-08-01
WAS-VTON: Warping Architecture Search for Virtual Try-on Network
Zhenyu Xie, Xujie Zhang, Fuwei Zhao, Haoye Dong, Michael C. Kampffmeyer, Haonan Yan, Xiaodan Liang
arXiv_CV
arXiv_CV
NAS
Pose
Face
PDF
2021-07-29
AutoTinyBERT: Automatic Hyper-parameter Optimization for Efficient Pre-trained Language Models
Yichun Yin, Cheng Chen, Lifeng Shang, Xin Jiang, Xiao Chen, Qun Liu
arXiv_CL
arXiv_CL
NAS
Bert
Optimization
Pose
Language_Model
PDF
2021-07-27
Experiments on Properties of Hidden Structures of Sparse Neural Networks
Julian Stier, Harshil Darji, Michael Granitzer
arXiv_AI
arXiv_AI
NAS
Sparse
RNN
Relation
Prediction
PDF
2021-07-24
$mu$DARTS: Model Uncertainty-Aware Differentiable Architecture Search
Biswadeep Chakraborty, Saibal Mukhopadhyay
arXiv_AI
arXiv_AI
NAS
PDF
2021-07-18
Fully Automated Machine Learning Pipeline for Echocardiogram Segmentation
Hang Duong Thi Thuy, Tuan Nguyen Minh, Phi Nguyen Van, Long Tran Quoc
arXiv_CV
arXiv_CV
NAS
Segmentation
Face
Deep_Learning
PDF
2021-07-16
Federated Whole Prostate Segmentation in MRI with Personalized Neural Architectures
Holger R. Roth, Dong Yang, Wenqi Li, Andriy Myronenko, Wentao Zhu, Ziyue Xu, Xiaosong Wang, Daguang Xu
arXiv_CV
arXiv_CV
NAS
Segmentation
3D
Pose
Deep_Learning
Medical
PDF
2021-07-15
AutoBERT-Zero: Evolving BERT Backbone from Scratch
Jiahui Gao, Hang Xu, Han shi, Xiaozhe Ren, Philip L.H. Yu, Xiaodan Liang, Xin Jiang, Zhenguo Li
arXiv_CL
arXiv_CL
Transformer
NAS
Bert
Pose
Attention
Language_Model
PDF
2021-07-15
Scene-adaptive Knowledge Distillation for Sequential Recommendation via Differentiable Architecture Search
Lei Chen, Fajie Yuan, Jiaxi Yang, Min Yang, Chengming Li
arXiv_AI
arXiv_AI
NAS
Knowledge
Pose
Inference
Recommendation
PDF
2021-07-12
HANT: Hardware-Aware Network Transformation
Pavlo Molchanov, Jimmy Hall, Hongxu Yin, Jan Kautz, Nicolo Fusi, Arash Vahdat
arXiv_AI
arXiv_AI
NAS
Quantization
Optimization
Pose
PDF
2021-07-12
R3L: Connecting Deep Reinforcement Learning to Recurrent Neural Networks for Image Denoising via Residual Recovery
Rongkai Zhang, Jiang Zhu, Zhiyuan Zha, Justin Dauwels, Bihan Wen
arXiv_CV
arXiv_CV
NAS
Reinforcement_Learning
Restoration
RNN
Pose
Denoising
PDF
2021-07-09
Mutually-aware Sub-Graphs Differentiable Architecture Search
Haoxian Tan, Sheng Guo, Yujie Zhong, Weilin Huang
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
PDF
2021-07-08
Does Form Follow Function? An Empirical Exploration of the Impact of Deep Neural Network Architecture Design on Hardware-Specific Acceleration
Saad Abbasi, Mohammad Javad Shafiee, Ellick Chan, Alexander Wong
arXiv_AI
arXiv_AI
NAS
Pose
Deep_Learning
Relation
CNN
Inference
PDF
2021-07-08
Bag of Tricks for Neural Architecture Search
Thomas Elsken, Benedikt Staffler, Arber Zela, Jan Hendrik Metzen, Frank Hutter
arXiv_AI
arXiv_AI
NAS
PDF
2021-07-07
Differentiable Architecture Pruning for Transfer Learning
Nicolo Colombo, Yang Gao
arXiv_CV
arXiv_CV
NAS
Transfer_Learning
Pose
PDF
2021-07-07
GLiT: Neural Architecture Search for Global and Local Image Transformer
Boyu Chen, Peixia Li, Chuming Li, Baopu Li, Lei Bai, Chen Lin, Ming Sun, Junjie yan, Wanli Ouyang
arXiv_CV
arXiv_CV
Transformer
NAS
Recognition
Pose
Classification
Relation
Image_Classification
PDF
2021-07-02
CHASE: Robust Visual Tracking via Cell-Level Differentiable Neural Architecture Search
Seyed Mojtaba Marvasti-Zadeh, Javad Khaghani, Li Cheng, Hossein Ghanei-Yakhdan, Shohreh Kasaei
arXiv_AI
arXiv_AI
NAS
Segmentation
Tracking
Pose
PDF
2021-07-02
Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets
Hayeon Lee, Eunyoung Hyung, Sung Ju Hwang
arXiv_CV
arXiv_CV
NAS
Optimization
Knowledge
Pose
GAN
PDF
2021-07-01
AutoFormer: Searching Transformers for Visual Recognition
Minghao Chen, Houwen Peng, Jianlong Fu, Haibin Ling
arXiv_CV
arXiv_CV
Transformer
NAS
Embedding
Recognition
Pose
Classification
Detection
Image_Classification
PDF
2021-06-30
Exploring Robustness of Neural Networks through Graph Measures
Asim Waqas (1), Ghulam Rasool (1), Hamza Farooq (2), Nidhal C. Bouaynaya (1), ((1) Rowan University, (2) University of Minnesota)
arXiv_AI
arXiv_AI
NAS
Adversarial
Pose
Relation
PDF
2021-06-26
BiX-NAS: Searching Efficient Bi-directional Architecture for Medical Image Segmentation
Xinyi Wang, Tiange Xiang, Chaoyi Zhang, Yang Song, Dongnan Liu, Heng Huang, Weidong Cai
arXiv_CV
arXiv_CV
NAS
Segmentation
Pose
Medical
PDF
2021-06-25
Vision Transformer Architecture Search
Xiu Su, Shan You, Jiyang Xie, Mingkai Zheng, Fei Wang, Chen Qian, Changshui Zhang, Xiaogang Wang, Chang Xu
arXiv_CV
arXiv_CV
Transformer
NAS
Embedding
Pose
Attention
PDF
2021-06-24
AutoAdapt: Automated Segmentation Network Search for Unsupervised Domain Adaptation
Xueqing Deng, Yi Zhu, Yuxin Tian, Shawn Newsam
arXiv_CV
arXiv_CV
NAS
Segmentation
Unsupervised
Semantic_Segmentation
Optimization
Pose
PDF
2021-06-23
NAX: Co-Designing Neural Network and Hardware Architecture for Memristive Xbar based Computing Systems
Shubham Negi, Indranil Chakraborty, Aayush Ankit, Kaushik Roy
arXiv_AI
arXiv_AI
NAS
Optimization
Pose
PDF
2021-06-22
Automatic Head Overcoat Thickness Measure with NASNet-Large-Decoder Net
Youshan Zhang, Brian D. Davison, Vivien W. Talghader, Zhiyu Chen, Zhiyong Xiao, Gary J. Kunkel
arXiv_CV
arXiv_CV
NAS
Segmentation
Pose
Deep_Learning
CNN
PDF
2021-06-22
On Constrained Optimization in Differentiable Neural Architecture Search
Kaitlin Maile, Erwan Lecarpentier, Hervé Luga, Dennis G. Wilson
arXiv_AI
arXiv_AI
NAS
Optimization
Regularization
Pose
PDF
2021-06-22
Differentiable Architecture Search Without Training Nor Labels: A Pruning Perspective
Miao Zhang, Steven Su, Shirui Pan, Xiaojun Chang, Wei Huang, Gholamreza Haffari
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
PDF
2021-06-16
Exploring the Loss Landscape in Neural Architecture Search
Colin White, Sam Nolen, Yash Savani
arXiv_CV
arXiv_CV
NAS
Denoising
PDF
2021-06-16
Dynamically Grown Generative Adversarial Networks
Lanlan Liu, Yuting Zhang, Jia Deng, Stefano Soatto
arXiv_CV
arXiv_CV
NAS
Adversarial
Pose
GAN
CNN
PDF
2021-06-14
Learning Deep Morphological Networks with Neural Architecture Search
Yufei Hu, Nacim Belkhir, Jesus Angulo, Angela Yao, Gianni Franchi
arXiv_AI
arXiv_AI
NAS
Edge_Detection
Salient
Pose
Classification
Deep_Learning
Detection
PDF
2021-06-14
Differentiable Neural Architecture Search with Morphism-based Transformable Backbone Architectures
Renlong Jie, Junbin Gao
arXiv_AI
arXiv_AI
NAS
RNN
Pose
Language_Model
PDF
2021-06-12
Zero-Cost Proxies Meet Differentiable Architecture Search
Lichuan Xiang, Łukasz Dudziak, Mohamed S. Abdelfattah, Thomas Chau, Nicholas D. Lane, Hongkai Wen
arXiv_AI
arXiv_AI
NAS
Pose
Attention
PDF
2021-06-12
LE-NAS: Learning-based Ensenble with NAS for Dose Prediction
Yi Lin, Yanfei Liu, Jingguang Liu, Guocai Liu, Kai Ma, Yefeng Zheng
arXiv_AI
arXiv_AI
NAS
3D
Knowledge
Adversarial
Pose
Inference
Prediction
PDF
2021-06-11
HR-NAS: Searching Efficient High-Resolution Neural Architectures with Lightweight Transformers
Mingyu Ding, Xiaochen Lian, Linjie Yang, Peng Wang, Xiaojie Jin, Zhiwu Lu, Ping Luo
arXiv_CV
arXiv_CV
Transformer
NAS
Segmentation
Semantic_Segmentation
Pose_Estimation
Pose
Classification
Detection
CNN
Image_Classification
Prediction
PDF
2021-06-11
DECORE: Deep Compression with Reinforcement Learning
Manoj Alwani, Vashisht Madhavan, Yang Wang
arXiv_AI
arXiv_AI
NAS
Recognition
Reinforcement_Learning
Deep_Learning
PDF
2021-06-09
Accelerating Neural Architecture Search via Proxy Data
Byunggook Na, Jisoo Mok, Hyeokjun Choe, Sungroh Yoon
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2021-06-08
Federated Hyperparameter Tuning: Challenges, Baselines, and Connections to Weight-Sharing
Mikhail Khodak, Renbo Tu, Tian Li, Liam Li, Maria-Florina Balcan, Virginia Smith, Ameet Talwalkar
arXiv_AI
arXiv_AI
NAS
Optimization
PDF
2021-06-07
FEAR: A Simple Lightweight Method to Rank Architectures
Debadeepta Dey, Shital Shah, Sebastien Bubeck
arXiv_CV
arXiv_CV
NAS
Pose
Relation
PDF
2021-06-06
Towards Fast and Accurate Multi-Person Pose Estimation on Mobile Devices
Xuan Shen, Geng Yuan, Wei Niu, Xiaolong Ma, Jiexiong Guan, Zhengang Li, Bin Ren, Yanzhi Wang
arXiv_CV
arXiv_CV
NAS
Recognition
Optimization
Pose_Estimation
Pose
Detection
Autonomous
Inference
PDF
2021-06-04
RL-DARTS: Differentiable Architecture Search for Reinforcement Learning
Yingjie Miao, Xingyou Song, Daiyi Peng, Summer Yue, Eugene Brevdo, Aleksandra Faust
arXiv_AI
arXiv_AI
NAS
Reinforcement_Learning
CNN
Inference
PDF
2021-05-31
Memory-Efficient Differentiable Transformer Architecture Search
Yuekai Zhao, Li Dong, Yelong Shen, Zhihua Zhang, Furu Wei, Weizhu Chen
arXiv_CL
arXiv_CL
Transformer
NAS
Reconstruction
Pose
PDF
2021-05-30
A Compression-Compilation Framework for On-mobile Real-time BERT Applications
Wei Niu, Zhenglun Kong, Geng Yuan, Weiwen Jiang, Jiexiong Guan, Caiwen Ding, Pu Zhao, Sijia Liu, Bin Ren, Yanzhi Wang
arXiv_AI
arXiv_AI
Transformer
NAS
Bert
Optimization
Pose
Deep_Learning
Text_Generation
QA
PDF
2021-05-30
NAS-BERT: Task-Agnostic and Adaptive-Size BERT Compression with Neural Architecture Search
Jin Xu, Xu Tan, Renqian Luo, Kaitao Song, Jian Li, Tao Qin, Tie-Yan Liu
arXiv_AI
arXiv_AI
NAS
Bert
Self-Supervised
Pose
Language_Model
PDF
2021-05-27
Joint-DetNAS: Upgrade Your Detector with NAS, Pruning and Dynamic Distillation
Lewei Yao, Renjie Pi, Hang Xu, Wei Zhang, Zhenguo Li, Tong Zhang
arXiv_AI
arXiv_AI
NAS
Knowledge
Pose
Detection
Object_Detection
Matching
PDF
2021-05-25
The Nonlinearity Coefficient -- A Practical Guide to Neural Architecture Design
George Philipp
arXiv_CV
arXiv_CV
NAS
Zero-Shot
RNN
Deep_Learning
PDF
2021-05-25
AutoReCon: Neural Architecture Search-based Reconstruction for Data-free Compression
Baozhou Zhu, Peter Hofstee, Johan Peltenburg, Jinho Lee, Zaid Alars
arXiv_CV
arXiv_CV
NAS
Reconstruction
Pose
PDF
2021-05-25
TransNAS-Bench-101: Improving Transferability and Generalizability of Cross-Task Neural Architecture Search
Yawen Duan, Xin Chen, Hang Xu, Zewei Chen, Xiaodan Liang, Tong Zhang, Zhenguo Li
arXiv_CV
arXiv_CV
NAS
Transfer_Learning
Knowledge
Self-Supervised
Pose
Classification
Prediction
PDF
2021-05-25
FNAS: Uncertainty-Aware Fast Neural Architecture Search
Jihao Liu, Ming Zhang, Yangting Sun, Boxiao Liu, Guanglu Song, Yu Liu, Hongsheng Li
arXiv_AI
arXiv_AI
NAS
Reinforcement_Learning
Optimization
Knowledge
Pose
PDF
2021-05-22
Searching Collaborative Agents for Multi-plane Localization in 3D Ultrasound
Xin Yang, Yuhao Huang, Ruobing Huang, Haoran Dou, Rui Li, Jikuan Qian, Xiaoqiong Huang, Wenlong Shi, Chaoyu Chen, Yuanji Zhang, Haixia Wang, Yi Xiong, Dong Ni
arXiv_CV
arXiv_CV
NAS
Reinforcement_Learning
3D
RNN
Pose
Relation
PDF
2021-05-21
ViPNAS: Efficient Video Pose Estimation via Neural Architecture Search
Lumin Xu, Yingda Guan, Sheng Jin, Wentao Liu, Chen Qian, Ping Luo, Wanli Ouyang, Xiaogang Wang
arXiv_CV
arXiv_CV
NAS
Pose_Estimation
Knowledge
Pose
Attention
Inference
PDF
2021-05-19
Generative Adversarial Neural Architecture Search
Seyed Saeed Changiz Rezaei, Fred X. Han, Di Niu, Mohammad Salameh, Keith Mills, Shuo Lian, Wei Lu, Shangling Jui
arXiv_CV
arXiv_CV
NAS
Reinforcement_Learning
Adversarial
Pose
Deep_Learning
PDF
2021-05-19
Efficient Transfer Learning via Joint Adaptation of Network Architecture and Weight
Ming Sun, Haoxuan Dou, Junjie Yan
arXiv_CV
arXiv_CV
NAS
Embedding
Transfer_Learning
Knowledge
Classification
Detection
Object_Detection
PDF
2021-05-19
BatchQuant: Quantized-for-all Architecture Search with Robust Quantizer
Haoping Bai, Meng Cao, Ping Huang, Jiulong Shan
arXiv_CV
arXiv_CV
NAS
Quantization
Optimization
Pose
Deep_Learning
PDF
2021-05-13
Network Architecture Search for Face Enhancement
Rajeev Yasarla, Hamid Reza Vaezi Joze, Vishal M Patel
arXiv_CV
arXiv_CV
NAS
Enhancement
Recognition
Restoration
Pose
Face
Quantitative
PDF
2021-05-13
Neighborhood-Aware Neural Architecture Search
Xiaofang Wang, Shengcao Cao, Mengtian Li, Kris M. Kitani
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2021-05-13
Compatibility-aware Heterogeneous Visual Search
Rahul Duggal, Hao Zhou, Shuo Yang, Yuanjun Xiong, Wei Xia, Zhuowen Tu, Stefano Soatto
arXiv_AI
arXiv_AI
NAS
Embedding
Face
PDF
2021-05-11
Operation Embeddings for Neural Architecture Search
Michail Chatzianastasis, George Dasoulas, Georgios Siolas, Michalis Vazirgiannis
arXiv_AI
arXiv_AI
NAS
Embedding
Optimization
Pose
Relation
Attention
PDF
2021-05-09
End-to-End Optical Character Recognition for Bengali Handwritten Words
Farisa Benta Safir, Abu Quwsar Ohi, M.F. Mridha, Muhammad Mostafa Monowar, Md. Abdul Hamid
arXiv_CV
arXiv_CV
NAS
Recognition
OCR
RNN
Optical_Character
Review
Pose
CNN
PDF
2021-05-09
Lightweight Image Super-Resolution with Hierarchical and Differentiable Neural Architecture Search
Han Huang, Li Shen, Chaoyang He, Weisheng Dong, Haozhi Huang, Guangming Shi
arXiv_CV
arXiv_CV
NAS
Reinforcement_Learning
Super_Resolution
Pose
PDF
2021-05-08
Latency-Controlled Neural Architecture Search for Streaming Speech Recognition
Liqiang He, Shulin Feng, Dan Su, Dong Yu
arXiv_SD
arXiv_SD
NAS
Recognition
Speech
Pose
Attention
Speech_Recognition
PDF
2021-05-05
CUAB: Convolutional Uncertainty Attention Block Enhanced the Chest X-ray Image Analysis
Chi-Shiang Wang, Fang-Yi Su, Tsung-Lu Michael Lee, Yi-Shan Tsai, Jung-Hsien Chiang
arXiv_CV
arXiv_CV
NAS
Segmentation
Recognition
Pose
Detection
Object_Detection
Attention
Medical
CNN
PDF
2021-05-03
Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter Optimization
Julia Guerrero-Viu, Sven Hauns, Sergio Izquierdo, Guilherme Miotto, Simon Schrodi, Andre Biedenkapp, Thomas Elsken, Difan Deng, Marius Lindauer, Frank Hutter
arXiv_AI
arXiv_AI
NAS
Optimization
Pose
Deep_Learning
PDF
2021-04-29
LightTrack: Finding Lightweight Neural Networks for Object Tracking via One-Shot Architecture Search
Bin Yan, Houwen Peng, Kan Wu, Dong Wang, Jianlong Fu, Huchuan Lu
arXiv_CV
arXiv_CV
NAS
Tracking
Object_Tracking
PDF
2021-04-28
Filter Distribution Templates in Convolutional Networks for Image Classification Tasks
Ramon Izquierdo-Cordova, Walterio Mayol-Cuevas
arXiv_CV
arXiv_CV
NAS
Classification
CNN
Image_Classification
PDF
2021-04-28
Exploring Relational Context for Multi-Task Dense Prediction
David Bruggemann, Menelaos Kanakis, Anton Obukhov, Stamatios Georgoulis, Luc Van Gool
arXiv_CV
arXiv_CV
NAS
Pose
Relation
Attention
Prediction
PDF
2021-04-28
Interstellar: Searching Recurrent Architecture for Knowledge Graph Embedding
Yongqi Zhang, Quanming Yao, Lei Chen
arXiv_CV
arXiv_CV
NAS
Embedding
Knowledge
Knowledge_Graph
Pose
Action
Relation
PDF
2021-04-26
HAO: Hardware-aware neural Architecture Optimization for Efficient Inference
Zhen Dong, Yizhao Gao, Qijing Huang, John Wawrzynek, Hayden K.H. So, Kurt Keutzer
arXiv_CV
arXiv_CV
NAS
Quantization
Optimization
Classification
Image_Classification
Inference
PDF
2021-04-23
Bayesian Neural Architecture Search using A Training-Free Performance Metric
Andrés Camero, Hao Wang, Enrique Alba, Thomas Bäck
arXiv_AI
arXiv_AI
NAS
Optimization
RNN
Pose
Prediction
PDF
2021-04-22
Network Space Search for Pareto-Efficient Spaces
Min-Fong Hong, Hao-Yun Chen, Min-Hung Chen, Yu-Syuan Xu, Hsien-Kai Kuo, Yi-Min Tsai, Hung-Jen Chen, Kevin Jou
arXiv_AI
arXiv_AI
NAS
Knowledge
Pose
PDF
2021-04-21
Automating Visual Blockage Classification of Culverts with Deep Learning
Umair Iqbal, Johan Barthelemy, Wanqing Li, Pascal Perez
arXiv_CV
arXiv_CV
NAS
Classification
Deep_Learning
CNN
PDF
2021-04-19
Memory Efficient 3D U-Net with Reversible Mobile Inverted Bottlenecks for Brain Tumor Segmentation
Mihir Pendse, Vithursan Thangarasa, Vitaliy Chiley, Ryan Holmdahl, Joel Hestness, Dennis DeCoste
arXiv_CV
arXiv_CV
NAS
Segmentation
3D
Pose
CNN
PDF
2021-04-19
BM-NAS: Bilevel Multimodal Neural Architecture Search
Yihang Yin, Siyu Huang, Xiang Zhang, Dejing Dou
arXiv_CV
arXiv_CV
Transformer
NAS
Pose
Attention
PDF
2021-04-19
Coarse-to-Fine Searching for Efficient Generative Adversarial Networks
Jiahao Wang, Han Shu, Weihao Xia, Yujiu Yang, Yunhe Wang
arXiv_CV
arXiv_CV
NAS
Recognition
Optimization
Adversarial
GAN
PDF
2021-04-19
A Quantile-based Approach for Hyperparameter Transfer Learning
David Salinas, Huibin Shen, Valerio Perrone
arXiv_CV
arXiv_CV
NAS
Transfer_Learning
Optimization
Prediction
PDF
2021-04-19
Neural Architecture Search for Image Super-Resolution Using Densely Constructed Search Space: DeCoNAS
Joon Young Ahn, Nam Ik Cho
arXiv_CV
arXiv_CV
NAS
Super_Resolution
CNN
PDF
2021-04-15
Quantum Architecture Search via Deep Reinforcement Learning
En-Jui Kuo, Yao-Lung L. Fang, Samuel Yen-Chi Chen
arXiv_AI
arXiv_AI
NAS
Reinforcement_Learning
Optimization
Knowledge
Pose
Attention
PDF
2021-04-14
End-to-end Keyword Spotting using Neural Architecture Search and Quantization
David Peter, Wolfgang Roth, Franz Pernkopf
arXiv_SD
arXiv_SD
NAS
Quantization
Speech
CNN
PDF
2021-04-12
FTT-NAS: Discovering Fault-Tolerant Convolutional Neural Architecture
Xuefei Ning, Guangjun Ge, Wenshuo Li, Zhenhua Zhu, Yin Zheng, Xiaoming Chen, Zhen Gao, Yu Wang, Huazhong Yang
arXiv_CV
arXiv_CV
NAS
Quantization
Pose
Deep_Learning
Attention
CNN
PDF
2021-04-12
Improved Conformer-based End-to-End Speech Recognition Using Neural Architecture Search
Yukun Liu, Ta Li, Pengyuan Zhang, Yonghong Yan
arXiv_SD
arXiv_SD
Transformer
NAS
Recognition
Speech
Pose
Classification
Speech_Recognition
Image_Classification
PDF
2021-04-12
Landmark Regularization: Ranking Guided Super-Net Training in Neural Architecture Search
Kaicheng Yu, Rene Ranftl, Mathieu Salzmann
arXiv_CV
arXiv_CV
NAS
Regularization
Relation
PDF
2021-04-09
TaylorMade VDD: Domain-adaptive Visual Defect Detector for High-mix Low-volume Production of Non-convex Cylindrical Metal Objects
Kyosuke Tashiro, Koji Takeda, Kanji Tanaka, Tomoe Hiroki
arXiv_CV
arXiv_CV
NAS
Reinforcement_Learning
Pose
Detection
Object_Detection
PDF
2021-04-09
Combined Depth Space based Architecture Search For Person Re-identification
Hanjun Li, Gaojie Wu, Wei-Shi Zheng
arXiv_CV
arXiv_CV
NAS
Person_Re-identification
Pose
Action
Classification
Re-identification
Image_Classification
Inference
PDF
2021-04-07
Partially-Connected Differentiable Architecture Search for Deepfake and Spoofing Detection
Wanying Ge, Michele Panariello, Jose Patino, Massimiliano Todisco, Nicholas Evans
arXiv_SD
arXiv_SD
NAS
Gradient_Descent
Pose
Detection
CNN
PDF
2021-04-07
Darts-Conformer: Towards Efficient Gradient-Based Neural Architecture Search For End-to-End ASR
Xian Shi, Pan Zhou, Wei Chen, Lei Xie
arXiv_SD
arXiv_SD
NAS
Knowledge
Pose
Classification
Attention
Image_Classification
Language_Model
PDF
2021-04-07
Interpreting A Pre-trained Model Is A Key For Model Architecture Optimization: A Case Study On Wav2Vec 2.0
Liu Chen, Meysam Asgari
arXiv_CL
arXiv_CL
Transformer
NAS
Optimization
Speech
Pose
Attention
Language_Model
PDF
2021-04-06
Searching Efficient Model-guided Deep Network for Image Denoising
Qian Ning, Weisheng Dong, Xin Li, Jinjian Wu, Leida Li, Guangming Shi
arXiv_CV
arXiv_CV
NAS
Gradient_Descent
Optimization
Pose
Denoising
PDF
2021-04-01
One-Shot Neural Ensemble Architecture Search by Diversity-Guided Search Space Shrinking
Minghao Chen, Houwen Peng, Jianlong Fu, Haibin Ling
arXiv_CV
arXiv_CV
NAS
Pose
Detection
PDF
2021-04-01
EfficientNetV2: Smaller Models and Faster Training
Mingxing Tan, Quoc V. Le
arXiv_CV
arXiv_CV
NAS
Regularization
Pose
CNN
PDF
2021-03-31
NetAdaptV2: Efficient Neural Architecture Search with Fast Super-Network Training and Architecture Optimization
Tien-Ju Yang, Yi-Lun Liao, Vivienne Sze
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
PDF
2021-03-31
Joint Learning of Neural Transfer and Architecture Adaptation for Image Recognition
Guangrun Wang, Liang Lin, Rongcong Chen, Guangcong Wang, Jiqi Zhang
arXiv_CV
arXiv_CV
NAS
Person_Re-identification
Unsupervised
Recognition
Self-Supervised
Classification
Re-identification
Image_Classification
PDF
2021-03-30
Differentiable Network Adaption with Elastic Search Space
Shaopeng Guo, Yujie Wang, Kun Yuan, Quanquan Li
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
PDF
2021-03-30
A resource-efficient method for repeated HPO and NAS problems
Giovanni Zappella, David Salinas, Cédric Archambeau
arXiv_AI
arXiv_AI
NAS
Transfer_Learning
Pose
PDF
2021-03-29
DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image Segmentation
Yufan He, Dong Yang, Holger Roth, Can Zhao, Daguang Xu
arXiv_CV
arXiv_CV
NAS
Segmentation
3D
Pose
Medical
PDF
2021-03-29
Rethinking Neural Operations for Diverse Tasks
Nicholas Roberts, Mikhail Khodak, Tri Dao, Liam Li, Christopher Ré, Ameet Talwalkar
arXiv_AI
arXiv_AI
NAS
Classification
Image_Classification
PDF
2021-03-26
Visionary: Vision architecture discovery for robot learning
Iretiayo Akinola, Anelia Angelova, Yao Lu, Yevgen Chebotar, Dmitry Kalashnikov, Jacob Varley, Julian Ibarz, Michael S. Ryoo
arXiv_CV
arXiv_CV
NAS
Pose
Action
Attention
PDF
2021-03-26
Rethinking Graph Neural Network Search from Message-passing
Shaofei Cai, Liang Li, Jincan Deng, Beichen Zhang, Zheng-Jun Zha, Li Su, Qingming Huang
arXiv_AI
arXiv_AI
NAS
Pose
PDF
2021-03-25
EfficientTDNN: Efficient Architecture Search for Speaker Recognition in the Wild
Rui Wang, Zhihua Wei, Shouling Ji, Zhen Hong
arXiv_AI
arXiv_AI
NAS
Embedding
Recognition
Pose
Action
Inference
PDF
2021-03-24
Learning Versatile Neural Architectures by Propagating Network Codes
Mingyu Ding, Yuqi Huo, Haoyu Lu, Linjie Yang, Zhe Wang, Zhiwu Lu, Jingdong Wang, Ping Luo
arXiv_CV
arXiv_CV
NAS
Segmentation
Recognition
3D
Classification
Detection
PDF
2021-03-24
MANAS: Multi-Scale and Multi-Level Neural Architecture Search for Low-Dose CT Denoising
Zexin Lu, Wenjun Xia, Yongqiang Huang, Hongming Shan, Hu Chen, Jiliu Zhou, Yi Zhang
arXiv_CV
arXiv_CV
NAS
Pose
Denoising
CNN
PDF
2021-03-23
Enhanced Gradient for Differentiable Architecture Search
Haichao Zhang, Kuangrong Hao, Lei Gao, Xuesong Tang, Bing Wei
arXiv_CV
arXiv_CV
NAS
Pose
Classification
Image_Classification
PDF
2021-03-23
BossNAS: Exploring Hybrid CNN-transformers with Block-wisely Self-supervised Neural Architecture Search
Changlin Li, Tao Tang, Guangrun Wang, Jiefeng Peng, Bing Wang, Xiaodan Liang, Xiaojun Chang
arXiv_CV
arXiv_CV
Transformer
NAS
Unsupervised
Recognition
Self-Supervised
Relation
PDF
2021-03-22
Prediction of lung and colon cancer through analysis of histopathological images by utilizing Pre-trained CNN models with visualization of class activation and saliency maps
Satvik Garg, Somya Garg
arXiv_AI
arXiv_AI
NAS
Salient
Deep_Learning
Attention
Medical
Prediction
PDF
2021-03-22
Prioritized Architecture Sampling with Monto-Carlo Tree Search
Xiu Su, Tao Huang, Yanxi Li, Shan You, Fei Wang, Chen Qian, Changshui Zhang, Chang Xu
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2021-03-22
AutoSpace: Neural Architecture Search with Less Human Interference
Daquan Zhou, Xiaojie Jin, Xiaochen Lian, Linjie Yang, Yujing Xue, Qibin Hou, Jiashi Feng
arXiv_CV
arXiv_CV
NAS
Knowledge
Pose
Face
PDF
2021-03-22
Deep RGB-D Saliency Detection with Depth-Sensitive Attention and Automatic Multi-Modal Fusion
Peng Sun, Wenhu Zhang, Huanyu Wang, Songyuan Li, Xi Li
arXiv_CV
arXiv_CV
NAS
Enhancement
Salient
Pose
Action
Classification
Detection
Object_Detection
Attention
PDF
2021-03-22
ReNAS:Relativistic Evaluation of Neural Architecture Search
Yixing Xu, Yunhe Wang, Kai Han, Yehui Tang, Shangling Jui, Chunjing Xu, Chang Xu
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2021-03-21
MoViNets: Mobile Video Networks for Efficient Video Recognition
Dan Kondratyuk, Liangzhe Yuan, Yandong Li, Li Zhang, Mingxing Tan, Matthew Brown, Boqing Gong
arXiv_AI
arXiv_AI
NAS
Recognition
3D
Pose
Action_Recognition
Action
CNN
Inference
PDF
2021-03-19
GNAS: A Generalized Neural Network Architecture Search Framework
Dige Ai
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
Face
PDF
2021-03-18
Optimal Gradient Checkpoint Search for Arbitrary Computation Graphs
Jianwei Feng, Dong Huang
arXiv_CV
arXiv_CV
NAS
PDF
2021-03-17
The Untapped Potential of Off-the-Shelf Convolutional Neural Networks
Matthew Inkawhich, Nathan Inkawhich, Eric Davis, Hai Li, Yiran Chen
arXiv_AI
arXiv_AI
NAS
Recognition
Pose
CNN
Inference
PDF
2021-03-17
NAS-TC: Neural Architecture Search on Temporal Convolutions for Complex Action Recognition
Pengzhen Ren, Gang Xiao, Xiaojun Chang, Yun Xiao, Zhihui Li, Xiaojiang Chen
arXiv_CV
arXiv_CV
NAS
Recognition
3D
Knowledge
Pose
Action_Recognition
Action
Attention
CNN
PDF
2021-03-12
Interleaving Learning, with Application to Neural Architecture Search
Hao Ban, Pengtao Xie
arXiv_AI
arXiv_AI
NAS
Optimization
Knowledge
Pose
Classification
Image_Classification
PDF
2021-03-11
Learning by Teaching, with Application to Neural Architecture Search
Parth Sheth, Yueyu Jiang, Pengtao Xie
arXiv_AI
arXiv_AI
NAS
Optimization
PDF
2021-03-11
Neural Predictor based Quantum Architecture Search
Shi-Xin Zhang, Chang-Yu Hsieh, Shengyu Zhang, Hong Yao
arXiv_CV
arXiv_CV
NAS
Pose
Deep_Learning
VQA
QA
PDF
2021-03-08
F-CAD: A Framework to Explore Hardware Accelerators for Codec Avatar Decoding
Xiaofan Zhang, Dawei Wang, Pierce Chuang, Shugao Ma, Deming Chen, Yuecheng Li
arXiv_CV
arXiv_CV
NAS
Optimization
Knowledge
Pose
Face
PDF
2021-03-08
Contrastive Neural Architecture Search with Neural Architecture Comparators
Yaofo Chen, Yong Guo, Qi Chen, Minli Li, Yaowei Wang, Wei Zeng, Mingkui Tan
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2021-03-08
OPANAS: One-Shot Path Aggregation Network Architecture Search for Object
Tingting Liang, Yongtao Wang, Guosheng Hu, Zhi Tang, Haibin Ling
arXiv_CV
arXiv_CV
NAS
Pose
Detection
Object_Detection
PDF
2021-03-07
Efficient Model Performance Estimation via Feature Histories
Shengcao Cao, Xiaofang Wang, Kris Kitani
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
Classification
Image_Classification
PDF
2021-03-05
Deep reinforcement learning in medical imaging: A literature review
S. Kevin Zhou, Hoang Ngan Le, Khoa Luu, Hien V. Nguyen, Nicholas Ayache
arXiv_CV
arXiv_CV
NAS
Segmentation
Reinforcement_Learning
Optimization
Gesture
Review
Action
Detection
Medical
PDF
2021-03-01
Boosting Share Routing for Multi-task Learning
Xiaokai Chen, Xiaoguang Gu, Libo Fu
arXiv_CV
arXiv_CV
NAS
Sparse
Knowledge
Pose
Relation
Recommendation
PDF
2021-02-28
Tiny Adversarial Mulit-Objective Oneshot Neural Architecture Search
Guoyang Xie, Jinbao Wang, Guo Yu, Feng Zheng, Yaochu Jin
arXiv_AI
arXiv_AI
NAS
Adversarial
Pose
PDF
2021-02-27
Neural Architecture Search From Task Similarity Measure
Cat P. Le, Mohammadreza Soltani, Robert Ravier, Vahid Tarokh
arXiv_CV
arXiv_CV
NAS
Pose
Relation
PDF
2021-02-26
MixSearch: Searching for Domain Generalized Medical Image Segmentation Architectures
Luyan Liu, Zhiwei Wen, Songwei Liu, Hong-Yu Zhou, Hongwei Zhu, Weicheng Xie, Linlin Shen, Kai Ma, Yefeng Zheng
arXiv_AI
arXiv_AI
NAS
Segmentation
Pose
Medical
PDF
2021-02-25
How to 0wn NAS in Your Spare Time
Sanghyun Hong, Michael Davinroy, Yiğitcan Kaya, Dana Dachman-Soled, Tudor Dumitraş
arXiv_CV
arXiv_CV
NAS
Embedding
Classification
Deep_Learning
Detection
CNN
PDF
2021-02-25
Understanding the wiring evolution in differentiable neural architecture search
Sirui Xie, Shoukang Hu, Xinjiang Wang, Chunxiao Liu, Jianping Shi, Xunying Liu, Dahua Lin
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
PDF
2021-02-23
HardCoRe-NAS: Hard Constrained diffeRentiable Neural Architecture Search
Niv Nayman, Yonathan Aflalo, Asaf Noy, Lihi Zelnik-Manor
arXiv_CV
arXiv_CV
NAS
PDF
2021-02-23
Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired Perspective
Wuyang Chen, Xinyu Gong, Zhangyang Wang
arXiv_CV
arXiv_CV
NAS
PDF
2021-02-22
Sandwich Batch Normalization
Xinyu Gong, Wuyang Chen, Tianlong Chen, Zhangyang Wang
arXiv_CV
arXiv_CV
NAS
Style_Transfer
Optimization
Adversarial
GAN
PDF
2021-02-21
Contrastive Self-supervised Neural Architecture Search
Nam Nguyen, J. Morris Chang
arXiv_AI
arXiv_AI
Image_Caption
NAS
Optimization
Self-Supervised
Pose
Face
PDF
2021-02-21
Weak NAS Predictors Are All You Need
Junru Wu, Xiyang Dai, Dongdong Chen, Yinpeng Chen, Mengchen Liu, Ye Yu, Zhangyang Wang, Zicheng Liu, Mei Chen, Lu Yuan
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2021-02-20
BSQ: Exploring Bit-Level Sparsity for Mixed-Precision Neural Network Quantization
Huanrui Yang, Lin Duan, Yiran Chen, Hai Li
arXiv_CV
arXiv_CV
NAS
Quantization
Optimization
Pose
PDF
2021-02-20
Towards Accurate and Compact Architectures via Neural Architecture Transformer
Yong Guo, Yin Zheng, Mingkui Tan, Qi Chen, Zhipeng Li, Jian Chen, Peilin Zhao, Junzhou Huang
arXiv_CV
arXiv_CV
Transformer
NAS
Optimization
Pose
PDF
2021-02-16
EPE-NAS: Efficient Performance Estimation Without Training for Neural Architecture Search
Vasco Lopes, Saeid Alirezazadeh, Luís A. Alexandre
arXiv_CV
arXiv_CV
NAS
Pose
Relation
PDF
2021-02-16
AlphaNet: Improved Training of Supernet with Alpha-Divergence
Dilin Wang, Chengyue Gong, Meng Li, Qiang Liu, Vikas Chandra
arXiv_AI
arXiv_AI
NAS
Knowledge
Pose
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
2021-02-12
Adversarial Branch Architecture Search for Unsupervised Domain Adaptation
Luca Robbiano, Muhammad Rameez Ur Rahman, Fabio Galasso, Barbara Caputo, Fabio Maria Carlucci
arXiv_CV
arXiv_CV
NAS
Unsupervised
Recognition
Knowledge
Adversarial
Pose
Deep_Learning
PDF
2021-02-10
Searching for Fast Model Families on Datacenter Accelerators
Sheng Li, Mingxing Tan, Ruoming Pang, Andrew Li, Liqun Cheng, Quoc Le, Norman P. Jouppi
arXiv_CV
arXiv_CV
NAS
Pose
CNN
Inference
PDF
2021-02-10
Regional Attention with Architecture-Rebuilt 3D Network for RGB-D Gesture Recognition
Benjia Zhou, Yunan Li, Jun Wan
arXiv_CV
arXiv_CV
NAS
Recognition
3D
Gesture
Pose
Attention
PDF
2021-02-09
Loss Function Discovery for Object Detection via Convergence-Simulation Driven Search
Peidong Liu, Gengwei Zhang, Bochao Wang, Hang Xu, Xiaodan Liang, Yong Jiang, Zhenguo Li
arXiv_AI
arXiv_AI
NAS
Recognition
Optimization
Pose
Face
Classification
Detection
Object_Detection
Face_Recognition
Image_Classification
PDF
2021-02-08
Rapid Classification of Glaucomatous Fundus Images
Hardit Singh, Simarjeet Saini, Vasudevan Lakshminarayanan
arXiv_CV
arXiv_CV
NAS
Transfer_Learning
Gradient_Descent
Reinforcement_Learning
Pose
Classification
Detection
CNN
Prediction
PDF
2021-02-08
LightSpeech: Lightweight and Fast Text to Speech with Neural Architecture Search
Renqian Luo, Xu Tan, Rui Wang, Tao Qin, Jinzhu Li, Sheng Zhao, Enhong Chen, Tie-Yan Liu
arXiv_AI
arXiv_AI
NAS
Speech
Pose
Inference
PDF
2021-02-03
MUFASA: Multimodal Fusion Architecture Search for Electronic Health Records
Zhen Xu, David R. So, Andrew M. Dai
arXiv_AI
arXiv_AI
Transformer
NAS
Sparse
Pose
Deep_Learning
Prediction
PDF
2021-02-01
Zen-NAS: A Zero-Shot NAS for High-Performance Deep Image Recognition
Ming Lin, Pichao Wang, Zhenhong Sun, Hesen Chen, Xiuyu Sun, Qi Qian, Hao Li, Rong Jin
arXiv_CV
arXiv_CV
NAS
Recognition
Zero-Shot
Pose
Deep_Learning
CNN
Inference
PDF
2021-01-31
AACP: Model Compression by Accurate and Automatic Channel Pruning
Lanbo Lin, Yujiu Yang, Zhenhua Guo
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2021-01-28
Self-supervised Cross-silo Federated Neural Architecture Search
Xinle Liang, Yang Liu, Jiahuan Luo, Yuanqin He, Tianjian Chen, Qiang Yang
arXiv_CV
arXiv_CV
NAS
Self-Supervised
Pose
Deep_Learning
PDF
2021-01-28
Neural Architecture Search with Random Labels
Xuanyang Zhang, Pengfei Hou, Xiangyu Zhang, Jian Sun
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2021-01-27
Investigating Bi-Level Optimization for Learning and Vision from a Unified Perspective: A Survey and Beyond
Risheng Liu, Jiaxin Gao, Jin Zhang, Deyu Meng, Zhouchen Lin
arXiv_CV
arXiv_CV
NAS
Reinforcement_Learning
Optimization
Adversarial
Survey
PDF
2021-01-27
Towards Improving the Consistency, Efficiency, and Flexibility of Differentiable Neural Architecture Search
Yibo Yang, Shan You, Hongyang Li, Fei Wang, Chen Qian, Zhouchen Lin
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
PDF
2021-01-26
Efficient Multi-objective Evolutionary 3D Neural Architecture Search for COVID-19 Detection with Chest CT Scans
Xin He, Shihao Wang, Guohao Ying, Jiyong Zhang, Xiaowen Chu
arXiv_CV
arXiv_CV
NAS
3D
Pose
Classification
Detection
Medical
PDF
2021-01-26
NATS-Bench: Benchmarking NAS Algorithms for Architecture Topology and Size
Xuanyi Dong, Lu Liu, Katarzyna Musial, Bogdan Gabrys
arXiv_CV
arXiv_CV
NAS
Pose
Deep_Learning
Attention
PDF
2021-01-22
AdaBERT: Task-Adaptive BERT Compression with Differentiable Neural Architecture Search
Daoyuan Chen, Yaliang Li, Minghui Qiu, Zhen Wang, Bofang Li, Bolin Ding, Hongbo Deng, Jun Huang, Wei Lin, Jingren Zhou
arXiv_CL
arXiv_CL
NAS
Bert
Knowledge
Pose
Inference
Language_Model
PDF
2021-01-21
CM-NAS: Rethinking Cross-Modality Neural Architectures for Visible-Infrared Person Re-Identification
Chaoyou Fu, Yibo Hu, Xiang Wu, Hailin Shi, Tao Mei, Ran He
arXiv_CV
arXiv_CV
NAS
Person_Re-identification
Optimization
Pose
Relation
Re-identification
Matching
PDF
2021-01-20
Zero-Cost Proxies for Lightweight NAS
Mohamed S. Abdelfattah, Abhinav Mehrotra, Łukasz Dudziak, Nicholas D. Lane
arXiv_AI
arXiv_AI
NAS
Reinforcement_Learning
Pose
Relation
PDF
2021-01-20
BNAS:An Efficient Neural Architecture Search Approach Using Broad Scalable Architecture
Zixiang Ding, Yaran Chen, Nannan Li, Dongbin Zhao, Zhiquan Sun, C.L. Philip Chen
arXiv_CV
arXiv_CV
NAS
Enhancement
Reinforcement_Learning
Optimization
Pose
CNN
PDF
2021-01-19
Learning Efficient, Explainable and Discriminative Representations for Pulmonary Nodules Classification
Hanliang Jiang, Fuhao Shen, Fei Gao, Weidong Han
arXiv_CV
arXiv_CV
NAS
3D
Classification
Deep_Learning
Attention
CNN
Inference
Prediction
PDF
2021-01-19
GIID-Net: Generalizable Image Inpainting Detection via Neural Architecture Search and Attention
Haiwei Wu, Jiantao Zhou
arXiv_AI
arXiv_AI
NAS
Enhancement
Inpainting
Pose
Action
Deep_Learning
Detection
Attention
PDF
2021-01-19
ES-ENAS: Combining Evolution Strategies with Neural Architecture Search at No Extra Cost for Reinforcement Learning
Xingyou Song, Krzysztof Choromanski, Jack Parker-Holder, Yunhao Tang, Daiyi Peng, Deepali Jain, Wenbo Gao, Aldo Pacchiano, Tamas Sarlos, Yuxiang Yang
arXiv_RO
arXiv_RO
NAS
Reinforcement_Learning
Optimization
Pose
PDF
2021-01-17
Trilevel Neural Architecture Search for Efficient Single Image Super-Resolution
Yan Wu, Zhiwu Huang, Suryansh Kumar, Rhea Sanjay Sukthanker, Radu Timofte, Luc Van Gool
arXiv_CV
arXiv_CV
NAS
Super_Resolution
Optimization
Sparse
Pose
PDF
2021-01-14
Automated Model Design and Benchmarking of 3D Deep Learning Models for COVID-19 Detection with Chest CT Scans
Xin He, Shihao Wang, Xiaowen Chu, Shaohuai Shi, Jiangping Tang, Xin Liu, Chenggang Yan, Jiyong Zhang, Guiguang Ding
arXiv_CV
arXiv_CV
NAS
3D
Pose
Classification
Deep_Learning
Detection
Medical
PDF
2021-01-12
Stabilizing Differentiable Architecture Search via Perturbation-based Regularization
Xiangning Chen, Cho-Jui Hsieh
arXiv_CV
arXiv_CV
NAS
Regularization
Adversarial
Pose
PDF
2021-01-12
3D-ANAS: 3D Asymmetric Neural Architecture Search for Fast Hyperspectral Image Classification
Haokui Zhang, Chengrong Gong, Yunpeng Bai, Zongwen Bai, Ying Li
arXiv_CV
arXiv_CV
NAS
3D
Knowledge
Pose
Classification
Deep_Learning
Image_Classification
Inference
PDF
2021-01-11
Unchain the Search Space with Hierarchical Differentiable Architecture Search
Guanting Liu, Yujie Zhong, Sheng Guo, Matthew R. Scott, Weilin Huang
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2021-01-07
DICE: Deep Significance Clustering for Outcome-Aware Stratification
Yufang Huang, Kelly M. Axsom, John Lee, Lakshminarayanan Subramanian, Yiye Zhang
arXiv_AI
arXiv_AI
NAS
Represenation_Learning
Classification
PDF
2021-01-04
Generalized Latency Performance Estimation for Once-For-All Neural Architecture Search
Muhtadyuzzaman Syed, Arvind Akpuram Srinivasan
arXiv_CV
arXiv_CV
NAS
Pose
CNN
Prediction
PDF
2021-01-02
Neural Architecture Generator Optimization
Binxin Ru, Pedro Esperanca, Fabio Carlucci
arXiv_CV
arXiv_CV
NAS
Optimization
Knowledge
Pose
PDF
2021-01-01
Neural Architecture Search via Combinatorial Multi-Armed Bandit
Hanxun Huang, Xingjun Ma, Sarah M. Erfani, James Bailey
arXiv_CV
arXiv_CV
NAS
PDF
2020-12-24
Memory-Efficient Hierarchical Neural Architecture Search for Image Restoration
Haokui Zhang, Ying Li, Chengrong Gong, Hao Chen, Zongwen Bai, Chunhua Shen
arXiv_CV
arXiv_CV
NAS
Super_Resolution
Restoration
Pose
Denoising
Attention
Inference
PDF
2020-12-23
AutonoML: Towards an Integrated Framework for Autonomous Machine Learning
David Jacob Kedziora, Katarzyna Musial, Bogdan Gabrys
arXiv_AI
arXiv_AI
NAS
Review
Survey
Action
Autonomous
PDF
2020-12-23
Evolving Neural Architecture Using One Shot Model
Nilotpal Sinha, Kuan-Wen Chen
arXiv_AI
arXiv_AI
NAS
Pose
Prediction
PDF
2020-12-23
Learning by Self-Explanation, with Application to Neural Architecture Search
Ramtin Hosseini, Pengtao Xie
arXiv_AI
arXiv_AI
NAS
Optimization
Pose
Prediction
PDF
2020-12-23
Small-Group Learning, with Application to Neural Architecture Search
Xuefeng Du, Pengtao Xie
arXiv_AI
arXiv_AI
NAS
Optimization
Pose
PDF
2020-12-22
Multi-shot NAS for Discovering Adversarially Robust Convolutional Neural Architectures at Targeted Capacities
Xuefei Ning, Junbo Zhao, Wenshuo Li, Tianchen Zhao, Huazhong Yang, Yu Wang
arXiv_AI
arXiv_AI
NAS
Adversarial
Pose
CNN
PDF
2020-12-21
Searching for Controllable Image Restoration Networks
Heewon Kim, Sungyong Baik, Myungsub Choi, Janghoon Choi, Kyoung Mu Lee
arXiv_CV
arXiv_CV
NAS
Restoration
Pose
Inference
PDF
2020-12-17
Joint Search of Data Augmentation Policies and Network Architectures
Taiga Kashima, Yoshihiro Yamada, Shunta Saito
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
PDF
2020-12-16
AutoCaption: Image Captioning with Neural Architecture Search
Xinxin Zhu, Weining Wang, Longteng Guo, Jing Liu
arXiv_CV
arXiv_CV
Image_Caption
NAS
Recognition
Reinforcement_Learning
RNN
Caption
PDF
2020-12-16
Distilling Optimal Neural Networks: Rapid Search in Diverse Spaces
Bert Moons, Parham Noorzad, Andrii Skliar, Giovanni Mariani, Dushyant Mehta, Chris Lott, Tijmen Blankevoort
arXiv_AI
arXiv_AI
NAS
Knowledge
Classification
Attention
PDF
2020-12-13
EfficientPose: Efficient Human Pose Estimation with Neural Architecture Search
Wenqiang Zhang, Jiemin Fang, Xinggang Wang, Wenyu Liu
arXiv_CV
arXiv_CV
NAS
Pose_Estimation
Pose
Action
Classification
Image_Classification
Prediction
PDF
2020-12-11
AdvantageNAS: Efficient Neural Architecture Search with Credit Assignment
Rei Sato, Jun Sakuma, Youhei Akimoto
arXiv_AI
arXiv_AI
NAS
Sparse
Knowledge
Pose
PDF
2020-12-10
Deep Learning Approach Combining Lightweight CNN Architecture with Transfer Learning: An Automatic Approach for the Detection and Recognition of Bangladeshi Banknotes
Ali Hasan Md. Linkon, Md. Mahir Labib, Faisal Haque Bappy, Soumik Sarker, Marium-E-Jannat, Md Saiful Islam
arXiv_AI
arXiv_AI
NAS
Transfer_Learning
Recognition
Optimization
Deep_Learning
Detection
CNN
PDF
2020-12-10
Retinex-inspired Unrolling with Cooperative Prior Architecture Search for Low-light Image Enhancement
Risheng Liu, Long Ma, Jiaao Zhang, Xin Fan, Zhongxuan Luo
arXiv_CV
arXiv_CV
NAS
Enhancement
Optimization
Pose
Image_Enhancement
Deep_Learning
PDF
2020-12-10
Auto-MVCNN: Neural Architecture Search for Multi-view 3D Shape Recognition
Zhaoqun Li, Hongren Wang, Jinxing Li
arXiv_CV
arXiv_CV
NAS
Recognition
3D
Pose
Action
Deep_Learning
Relation
PDF
2020-12-09
Skillearn: Machine Learning Inspired by Humans' Learning Skills
Pengtao Xie, Xuefeng Du, Hao Ban
arXiv_AI
arXiv_AI
NAS
PDF
2020-12-04
Batch Group Normalization
Xiao-Yun Zhou, Jiacheng Sun, Nanyang Ye, Xu Lan, Qijun Luo, Bo-Lin Lai, Pedro Esperanca, Guang-Zhong Yang, Zhenguo Li
arXiv_CV
arXiv_CV
NAS
Unsupervised
Adversarial
Pose
Classification
CNN
Image_Classification
PDF
2020-12-01
6.7ms on Mobile with over 78% ImageNet Accuracy: Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration
Zhengang Li, Geng Yuan, Wei Niu, Yanyu Li, Pu Zhao, Yuxuan Cai, Xuan Shen, Zheng Zhan, Zhenglun Kong, Qing Jin, Zhiyu Chen, Sijia Liu, Kaiyuan Yang, Bin Ren, Yanzhi Wang, Xue Lin
arXiv_AI
arXiv_AI
NAS
Reinforcement_Learning
Optimization
Pose
Inference
PDF
2020-11-30
Learning by Passing Tests, with Application to Neural Architecture Search
Xuefeng Du, Pengtao Xie
arXiv_AI
arXiv_AI
NAS
Optimization
Pose
PDF
2020-11-30
Learning the Hypotheses Space from data: Learning Space and U-curve Property
Diego Marcondes, Adilson Simonis, Junior Barrera
arXiv_CV
arXiv_CV
NAS
Optimization
Knowledge
Pose
Face
PDF
2020-11-30
Optimizing the Neural Architecture of Reinforcement Learning Agents
N. Mazyavkina, S. Moustafa, I. Trofimov, E. Burnaev
arXiv_AI
arXiv_AI
NAS
Reinforcement_Learning
Pose
PDF
2020-11-30
ScaleNAS: One-Shot Learning of Scale-Aware Representations for Visual Recognition
Hsin-Pai Cheng, Feng Liang, Meng Li, Bowen Cheng, Feng Yan, Hai Li, Vikas Chandra, Yiran Chen
arXiv_AI
arXiv_AI
NAS
Segmentation
Semantic_Segmentation
Recognition
Pose_Estimation
Pose
PDF
2020-11-30
Inter-layer Transition in Neural Architecture Search
Benteng Ma, Jing Zhang, Yong Xia, Dacheng Tao
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
PDF
2020-11-27
Multi-objective Neural Architecture Search with Almost No Training
Shengran Hu, Ran Cheng, Cheng He, Zhichao Lu
arXiv_CV
arXiv_CV
NAS
Transfer_Learning
Gradient_Descent
Pose
Classification
Relation
Attention
PDF
2020-11-25
Bringing AI To Edge: From Deep Learning's Perspective
Di Liu, Hao Kong, Xiangzhong Luo, Weichen Liu, Ravi Subramaniam
arXiv_AI
arXiv_AI
NAS
Optimization
Review
Pose
Survey
Deep_Learning
PDF
2020-11-25
Bridging the Gap between Sample-based and One-shot Neural Architecture Search with BONAS
Han Shi, Renjie Pi, Hang Xu, Zhenguo Li, James T. Kwok, Tong Zhang
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
CNN
PDF
2020-11-24
Efficient Sampling for Predictor-Based Neural Architecture Search
Lukas Mauch, Stephen Tiedemann, Javier Alonso Garcia, Bac Nguyen Cong, Kazuki Yoshiyama, Fabien Cardinaux, Thomas Kemp
arXiv_AI
arXiv_AI
NAS
Optimization
PDF
2020-11-24
A Review of Recent Advances of Binary Neural Networks for Edge Computing
Wenyu Zhao, Teli Ma, Xuan Gong, Baochang Zhang, David Doermann
arXiv_AI
arXiv_AI
NAS
Quantization
Recognition
Optimization
Review
Speech
Speech_Recognition
PDF
2020-11-23
ROME: Robustifying Memory-Efficient NAS via Topology Disentanglement and Gradients Accumulation
Xiaoxing Wang, Xiangxiang Chu, Yuda Fan, Zhexi Zhang, Xiaolin Wei, Junchi Yan, Xiaokang Yang
arXiv_AI
arXiv_AI
NAS
Pose
PDF
2020-11-22
FP-NAS: Fast Probabilistic Neural Architecture Search
Zhicheng Yan, Xiaoliang Dai, Peizhao Zhang, Yuandong Tian, Bichen Wu, Matt Feiszli
arXiv_CV
arXiv_CV
NAS
Pose
Attention
PDF
2020-11-22
Evolving Search Space for Neural Architecture Search
Yuanzheng Ci, Chen Lin, Ming Sun, Boyu Chen, Hongwen Zhang, Wanli Ouyang
arXiv_CV
arXiv_CV
NAS
Knowledge
Pose
PDF
2020-11-21
Continuous Ant-Based Neural Topology Search
AbdElRahman ElSaid, Joshua Karns, Zimeng Lyu, Alexander Ororbia, Travis Desell
arXiv_AI
arXiv_AI
NAS
Optimization
Pose
Prediction
PDF
2020-11-21
BARS: Joint Search of Cell Topology and Layout for Accurate and Efficient Binary ARchitectures
Tianchen Zhao, Xuefei Ning, Songyi Yang, Shuang Liang, Peng Lei, Jianfei Chen, Huazhong Yang, Yu Wang
arXiv_AI
arXiv_AI
NAS
Pose
Attention
PDF
2020-11-20
Large Scale Neural Architecture Search with Polyharmonic Splines
Ulrich Finkler, Michele Merler, Rameswar Panda, Mayoore S. Jaiswal, Hui Wu, Kandan Ramakrishnan, Chun-Fu Chen, Minsik Cho, David Kung, Rogerio Feris, Bishwaranjan Bhattacharjee
arXiv_CV
arXiv_CV
NAS
Pose
Classification
Image_Classification
PDF
2020-11-18
Explicitly Learning Topology for Differentiable Neural Architecture Search
Tao Huang, Shan You, Yibo Yang, Zhuozhuo Tu, Fei Wang, Chen Qian, Changshui Zhang
arXiv_CV
arXiv_CV
NAS
Regularization
Pose
Action
PDF
2020-11-18
AttentiveNAS: Improving Neural Architecture Search via Attentive Sampling
Dilin Wang, Meng Li, Chengyue Gong, Vikas Chandra
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2020-11-17
EvoPose2D: Pushing the Boundaries of 2D Human Pose Estimation using Neuroevolution
William McNally, Kanav Vats, Alexander Wong, John McPhee
arXiv_AI
arXiv_AI
NAS
Pose_Estimation
Pose
CNN
PDF
2020-11-13
Reducing Inference Latency with Concurrent Architectures for Image Recognition
Ramyad Hadidi, Jiashen Cao, Michael S. Ryoo, Hyesoon Kim
arXiv_CV
arXiv_CV
NAS
Recognition
Pose
Quantitative
Deep_Learning
Attention
Inference
PDF
2020-11-09
Neural Architecture Search with an Efficient Multiobjective Evolutionary Framework
Maria Baldeon Calisto, Susana Lai-Yuen
arXiv_AI
arXiv_AI
NAS
Segmentation
Recognition
3D
Optimization
Speech
Pose
Classification
Deep_Learning
Speech_Recognition
Image_Classification
PDF
2020-11-08
Adaptive Linear Span Network for Object Skeleton Detection
Chang Liu, Yunjie Tian, Jianbin Jiao, Qixiang Ye
arXiv_AI
arXiv_AI
NAS
Edge_Detection
Knowledge
Pose
Action
Detection
PDF
2020-11-06
Deep Transfer Learning for Automated Diagnosis of Skin Lesions from Photographs
Emma Rocheteau, Doyoon Kim
arXiv_CV
arXiv_CV
NAS
Transfer_Learning
Deep_Learning
Detection
Medical
PDF
2020-11-06
FDNAS: Improving Data Privacy and Model Diversity in AutoML
Chunhui Zhang, Yongyuan Liang, Xiaoming Yuan, Lei Cheng
arXiv_AI
arXiv_AI
NAS
Pose
Deep_Learning
PDF
2020-11-04
Channel Planting for Deep Neural Networks using Knowledge Distillation
Kakeru Mitsuno, Yuichiro Nomura, Takio Kurita
arXiv_CV
arXiv_CV
NAS
Knowledge
Pose
PDF
2020-11-04
DAIS: Automatic Channel Pruning via Differentiable Annealing Indicator Search
Yushuo Guan, Ning Liu, Pengyu Zhao, Zhengping Che, Kaigui Bian, Yanzhi Wang, Jian Tang
arXiv_CV
arXiv_CV
NAS
Optimization
Regularization
Knowledge
Pose
CNN
PDF
2020-11-03
NAS-FAS: Static-Dynamic Central Difference Network Search for Face Anti-Spoofing
Zitong Yu, Jun Wan, Yunxiao Qin, Xiaobai Li, Stan Z. Li, Guoying Zhao
arXiv_CV
arXiv_CV
NAS
Recognition
3D
Knowledge
Pose
Face
Classification
Face_Recognition
Attention
PDF
2020-11-03
Semi-Supervised Neural Architecture Search
Renqian Luo, Xu Tan, Rui Wang, Tao Qin, Enhong Chen, Tie-Yan Liu
arXiv_CV
arXiv_CV
NAS
Speech
Pose
PDF
2020-11-03
Best Practices for Scientific Research on Neural Architecture Search
Marius Lindauer, Frank Hutter
arXiv_CV
arXiv_CV
NAS
PDF
2020-11-03
VEGA: Towards an End-to-End Configurable AutoML Pipeline
Bochao Wang, Hang Xu, Jiajin Zhang, Chen Chen, Xiaozhi Fang, Ning Kang, Lanqing Hong, Wei Zhang, Yong Li, Zhicheng Liu, Zhenguo Li, Weizhi Liu, Tong Zhang
arXiv_CV
arXiv_CV
NAS
Optimization
Face
Deep_Learning
PDF
2020-11-02
BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search
Colin White, Willie Neiswanger, Yash Savani
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
CNN
PDF
2020-11-02
PV-NAS: Practical Neural Architecture Search for Video Recognition
Zihao Wang, Chen Lin, Lu Sheng, Junjie Yan, Jing Shao
arXiv_CV
arXiv_CV
NAS
Recognition
Pose
Deep_Learning
PDF
2020-10-31
Self-supervised Representation Learning for Evolutionary Neural Architecture Search
Chen Wei, Yiping Tang, Chuang Niu, Haihong Hu, Yue Wang, Jimin Liang
arXiv_CV
arXiv_CV
NAS
Embedding
Represenation_Learning
Self-Supervised
Pose
Contrastive_Learning
Prediction
PDF
2020-10-30
Resource-Aware Pareto-Optimal Automated Machine Learning Platform
Yao Yang, Andrew Nam, Mohamad M. Nasr-Azadani, Teresa Tung
arXiv_AI
arXiv_AI
NAS
Optimization
PDF
2020-10-30
Auto-Panoptic: Cooperative Multi-Component Architecture Search for Panoptic Segmentation
Yangxin Wu, Gengwei Zhang, Hang Xu, Xiaodan Liang, Liang Lin
arXiv_CV
arXiv_CV
NAS
Segmentation
Semantic_Segmentation
Knowledge
Pose
Relation
PDF
2020-10-29
Cream of the Crop: Distilling Prioritized Paths For One-Shot Neural Architecture Search
Houwen Peng, Hao Du, Hongyuan Yu, Qi Li, Jing Liao, Jianlong Fu
arXiv_CV
arXiv_CV
NAS
Reinforcement_Learning
Knowledge
Pose
Detection
Object_Detection
Attention
PDF
2020-10-29
SAR-NAS: Skeleton-based Action Recognition via Neural Architecture Searching
Haoyuan Zhang, Yonghong Hou, Pichao Wang, Zihui Guo, Wanqing Li
arXiv_CV
arXiv_CV
NAS
Recognition
Pose
Action_Recognition
Action
PDF
2020-10-28
Differentiable Channel Pruning Search
Yu Zhao, Chung-Kuei Lee
arXiv_CV
arXiv_CV
NAS
Segmentation
Semantic_Segmentation
Pose
Classification
GAN
CNN
Image_Classification
Matching
PDF
2020-10-27
Neural Architecture Search of SPD Manifold Networks
Rhea Sanjay Sukthanker, Zhiwu Huang, Suryansh Kumar, Erik Goron Endsjo, Yan Wu, Luc Van Gool
arXiv_CV
arXiv_CV
NAS
Recognition
Pose
Emotion
Action
Drone
PDF
2020-10-27
Task-Aware Neural Architecture Search
Cat P. Le, Mohammadreza Soltani, Robert Ravier, Vahid Tarokh
arXiv_AI
arXiv_AI
NAS
Knowledge
Pose
PDF
2020-10-26
Benchmarking Deep Spiking Neural Networks on Neuromorphic Hardware
Christoph Ostrau, Jonas Homburg, Christian Klarhorst, Michael Thies, Ulrich Rückert
arXiv_CV
arXiv_CV
NAS
Optimization
Inference
PDF
2020-10-26
Hierarchical Neural Architecture Search for Deep Stereo Matching
Xuelian Cheng, Yiran Zhong, Mehrtash Harandi, Yuchao Dai, Xiaojun Chang, Tom Drummond, Hongdong Li, Zongyuan Ge
arXiv_CV
arXiv_CV
NAS
Segmentation
Semantic_Segmentation
Knowledge
Pose
Action
Classification
Inference
Matching
PDF
2020-10-20
Optimal Subarchitecture Extraction For BERT
Adrian de Wynter, Daniel J. Perry
arXiv_CL
arXiv_CL
NAS
Embedding
Bert
Action
PDF
2020-10-19
Neural Architecture Performance Prediction Using Graph Neural Networks
Jovita Lukasik, David Friede, Heiner Stuckenschmidt, Margret Keuper
arXiv_CV
arXiv_CV
NAS
Pose
Prediction
PDF
2020-10-17
Efficient and Compact Convolutional Neural Network Architectures for Non-temporal Real-time Fire Detection
William Thomson, Neelanjan Bhowmik, Toby P. Breckon
arXiv_CV
arXiv_CV
NAS
Pose
Classification
Detection
CNN
PDF
2020-10-16
G-DARTS-A: Groups of Channel Parallel Sampling with Attention
Zhaowen Wang, Wei Zhang, Zhiming Wang
arXiv_CV
arXiv_CV
NAS
Pose
Attention
PDF
2020-10-16
DrNAS: Dirichlet Neural Architecture Search
Xiangning Chen, Ruochen Wang, Minhao Cheng, Xiaocheng Tang, Cho-Jui Hsieh
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2020-10-16
How Does Supernet Help in Neural Architecture Search?
Yuge Zhang, Quanlu Zhang, Yaming Yang
arXiv_CV
arXiv_CV
NAS
Optimization
Attention
PDF
2020-10-14
AutoADR: Automatic Model Design for Ad Relevance
Yiren Chen, Yaming Yang, Hong Sun, Yujing Wang, Yu Xu, Wei Shen, Rong Zhou, Yunhai Tong, Jing Bai, Ruofei Zhang
arXiv_CL
arXiv_CL
NAS
Bert
Knowledge
Pose
Attention
Language_Model
PDF
2020-10-13
ISTA-NAS: Efficient and Consistent Neural Architecture Search by Sparse Coding
Yibo Yang, Hongyang Li, Shan You, Fei Wang, Chen Qian, Zhouchen Lin
arXiv_CV
arXiv_CV
NAS
Sparse
Pose
PDF
2020-10-10
Automated Concatenation of Embeddings for Structured Prediction
Xinyu Wang, Yong Jiang, Nguyen Bach, Tao Wang, Zhongqiang Huang, Fei Huang, Kewei Tu
arXiv_AI
arXiv_AI
NAS
Embedding
Reinforcement_Learning
Pose
Prediction
PDF
2020-10-10
Multi-path Neural Networks for On-device Multi-domain Visual Classification
Qifei Wang, Junjie Ke, Joshua Greaves, Grace Chu, Gabriel Bender, Luciano Sbaiz, Alec Go, Andrew Howard, Feng Yang, Ming-Hsuan Yang, Jeff Gilbert, Peyman Milanfar
arXiv_AI
arXiv_AI
NAS
Reinforcement_Learning
Knowledge
Pose
Classification
Inference
PDF
2020-10-09
Smooth Variational Graph Embeddings for Efficient Neural Architecture Search
Jovita Lukasik, David Friede, Arber Zela, Heiner Stuckenschmidt, Frank Hutter, Margret Keuper
arXiv_AI
arXiv_AI
NAS
Embedding
Pose
Inference
PDF
2020-10-09
Once Quantized for All: Progressively Searching for Quantized Efficient Models
Mingzhu Shen, Feng Liang, Chuming Li, Chen Lin, Ming Sun, Junjie Yan, Wanli Ouyang
arXiv_CV
arXiv_CV
NAS
Quantization
Attention
QA
PDF
2020-10-08
Evaluating the Effectiveness of Efficient Neural Architecture Search for Sentence-Pair Tasks
Ansel MacLaughlin, Jwala Dhamala, Anoop Kumar, Sriram Venkatapathy, Ragav Venkatesan, Rahul Gupta
arXiv_CL
arXiv_CL
NAS
Embedding
Bert
RNN
Classification
Detection
Image_Classification
Inference
Language_Model
PDF
2020-10-08
Building high accuracy emulators for scientific simulations with deep neural architecture search
M. F. Kasim, D. Watson-Parris, L. Deaconu, S. Oliver, P. Hatfield, D. H. Froula, G. Gregori, M. Jarvis, S. Khatiwala, J. Korenaga, J. Topp-Mugglestone, E. Viezzer, S. M. Vinko
arXiv_CV
arXiv_CV
NAS
PDF
2020-10-06
LETI: Latency Estimation Tool and Investigation of Neural Networks inference on Mobile GPU
Evgeny Ponomarev, Sergey Matveev, Ivan Oseledets
arXiv_CV
arXiv_CV
NAS
Deep_Learning
Inference
Prediction
PDF
2020-10-02
DOTS: Decoupling Operation and Topology in Differentiable Architecture Search
Yu-Chao Gu, Yun Liu, Yi Yang, Yu-Huan Wu, Shao-Ping Lu, Ming-Ming Cheng
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
Attention
PDF
2020-09-29
MS-RANAS: Multi-Scale Resource-Aware Neural Architecture Search
Cristian Cioflan, Radu Timofte
arXiv_CV
arXiv_CV
NAS
Pose
Classification
Image_Classification
Prediction
PDF
2020-09-28
Visual Steering for One-Shot Deep Neural Network Synthesis
Anjul Tyagi, Cong Xie, Klaus Mueller
arXiv_CV
arXiv_CV
NAS
Optimization
Knowledge
Pose
Face
Deep_Learning
PDF
2020-09-26
An Experimental Study of Weight Initialization and Weight Inheritance Effects on Neuroevolution
Zimeng Lyu, AbdElRahman ElSaid, Joshua Karns, Mohamed Mkaouer, Travis Desell
arXiv_CV
arXiv_CV
NAS
RNN
PDF
2020-09-25
DISPATCH: Design Space Exploration of Cyber-Physical Systems
Prerit Terway, Kenza Hamidouche, Niraj K. Jha
arXiv_CV
arXiv_CV
NAS
Reinforcement_Learning
Optimization
Pose
PDF
2020-09-24
Disentangled Neural Architecture Search
Xinyue Zheng, Peng Wang, Qigang Wang, Zhongchao Shi
arXiv_CV
arXiv_CV
NAS
Pose
Relation
PDF
2020-09-23
Multi-Pass Transformer for Machine Translation
Peng Gao, Chiori Hori, Shijie Geng, Takaaki Hori, Jonathan Le Roux
arXiv_CL
arXiv_CL
Transformer
NAS
Pose
PDF
2020-09-22
Scalable NAS with Factorizable Architectural Parameters
Lanfei Wang, Lingxi Xie, Tianyi Zhang, Jun Guo, Qi Tian
arXiv_CV
arXiv_CV
NAS
Classification
Image_Classification
PDF
2020-09-22
AutoRC: Improving BERT Based Relation Classification Models via Architecture Search
Wei Zhu, Xiaoling Wang, Xipeng Qiu, Yuan Ni, Guotong Xie
arXiv_CL
arXiv_CL
NAS
Bert
Action
Classification
Deep_Learning
Relation
PDF
2020-09-22
Using Neural Architecture Search for Improving Software Flaw Detection in Multimodal Deep Learning Models
Alexis Cooper, Xin Zhou, Scott Heidbrink, Daniel M. Dunlavy
arXiv_AI
arXiv_AI
NAS
Classification
Deep_Learning
Detection
Image_Classification
PDF
2020-09-22
Design of Efficient Deep Learning models for Determining Road Surface Condition from Roadside Camera Images and Weather Data
Juan Carrillo, Mark Crowley, Guangyuan Pan, Liping Fu
arXiv_AI
arXiv_AI
NAS
Face
Deep_Learning
Activity
PDF
2020-09-21
Evolutionary Architecture Search for Graph Neural Networks
Min Shi, David A.Wilson, Xingquan Zhu, Yu Huang, Yuan Zhuang, Jianxun Liu, Yufei Tang
arXiv_CV
arXiv_CV
NAS
Reinforcement_Learning
Represenation_Learning
Knowledge
Pose
Classification
Deep_Learning
Attention
Matching
PDF
2020-09-19
Adversarial Consistent Learning on Partial Domain Adaptation of PlantCLEF 2020 Challenge
Youshan Zhang, Brian D. Davison
arXiv_CV
arXiv_CV
NAS
Knowledge
Adversarial
Pose
Classification
PDF
2020-09-19
Learned Low Precision Graph Neural Networks
Yiren Zhao, Duo Wang, Daniel Bates, Robert Mullins, Mateja Jamnik, Pietro Lio
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2020-09-19
Neural Architecture Search Using Stable Rank of Convolutional Layers
Kengo Machida, Kuniaki Uto, Koichi Shinoda, Taiji Suzuki
arXiv_AI
arXiv_AI
NAS
Optimization
Pose
Attention
CNN
PDF
2020-09-19
ENAS4D: Efficient Multi-stage CNN Architecture Search for Dynamic Inference
Zhihang Yuan, Xin Liu, Bingzhe Wu, Guangyu Sun
arXiv_CV
arXiv_CV
NAS
Pose
Classification
CNN
Inference
Prediction
PDF
2020-09-18
Faster Gradient-based NAS Pipeline Combining Broad Scalable Architecture with Confident Learning Rate
Ding Zixiang, Chen Yaran, Li Nannan, Zhao Dongbin
arXiv_CV
arXiv_CV
NAS
Optimization
Pose
CNN
PDF
2020-09-16
UXNet: Searching Multi-level Feature Aggregation for 3D Medical Image Segmentation
Yuanfeng Ji, Ruimao Zhang, Zhen Li, Jiamin Ren, Shaoting Zhang, Ping Luo
arXiv_CV
arXiv_CV
NAS
Segmentation
3D
Pose
Medical
PDF
2020-09-16
EfficientNet-eLite: Extremely Lightweight and Efficient CNN Models for Edge Devices by Network Candidate Search
Ching-Chen Wang, Ching-Te Chiu, Jheng-Yi Chang
arXiv_CV
arXiv_CV
NAS
Embedding
Pose
CNN
Inference
PDF
2020-09-15
Achieving Real-Time Execution of Transformer-based Large-scale Models on Mobile with Compiler-aware Neural Architecture Optimization
Wei Niu, Zhenglun Kong, Geng Yuan, Weiwen Jiang, Jiexiong Guan, Caiwen Ding, Pu Zhao, Sijia Liu, Bin Ren, Yanzhi Wang
arXiv_AI
arXiv_AI
Transformer
NAS
Bert
Optimization
Pose
Language_Model
PDF
2020-09-14
DANCE: Differentiable Accelerator/Network Co-Exploration
Kanghyun Choi, Deokki Hong, Hojae Yoon, Joonsang Yu, Youngsok Kim, Jinho Lee
arXiv_AI
arXiv_AI
NAS
Pose
Relation
PDF
2020-09-14
RelativeNAS: Relative Neural Architecture Search via Slow-Fast Learning
Hao Tan, Ran Cheng, Shihua Huang, Cheng He, Changxiao Qiu, Fan Yang, Ping Luo
arXiv_CV
arXiv_CV
NAS
Segmentation
Semantic_Segmentation
Pose
Detection
Object_Detection
CNN
PDF
2020-09-14
AutoML for Multilayer Perceptron and FPGA Co-design
Philip Colangelo, Oren Segal, Alex Speicher, Martin Margala
arXiv_CV
arXiv_CV
NAS
Recognition
Pose
PDF
2020-09-12
From Federated Learning to Federated Neural Architecture Search: A Survey
Hangyu Zhu, Haoyu Zhang, Yaochu Jin
arXiv_CV
arXiv_CV
NAS
Reinforcement_Learning
Pose
Face
Survey
Deep_Learning
PDF
2020-09-11
Optimizing Convolutional Neural Network Architecture via Information Field
Yuke Wang, Boyuan Feng, Xueqiao Peng, Yufei Ding
arXiv_CV
arXiv_CV
NAS
Pose
Attention
CNN
PDF
2020-09-09
On the Orthogonality of Knowledge Distillation with Other Techniques: From an Ensemble Perspective
SeongUk Park, Kiyoon Yoo, Nojun Kwak
arXiv_AI
arXiv_AI
NAS
Quantization
Regularization
Knowledge
PDF
2020-09-08
Binarized Neural Architecture Search for Efficient Object Recognition
Hanlin Chen, Li'an Zhuo, Baochang Zhang, Xiawu Zheng, Jianzhuang Liu, Rongrong Ji, David Doermann, Guodong Guo
arXiv_CV
arXiv_CV
NAS
Recognition
Optimization
Pose
Face
Face_Recognition
PDF
2020-09-08
AutoKWS: Keyword Spotting with Differentiable Architecture Search
Bo Zhang, WenFeng Li, Qingyuan Li, Weiji Zhuang, Xiangxiang Chu, Yujun Wang
arXiv_SD
arXiv_SD
NAS
RNN
Speech
Pose
PDF
2020-09-04
AutoTrans: Automating Transformer Design via Reinforced Architecture Search
Wei Zhu, Xiaoling Wang, Xipeng Qiu, Yuan Ni, Guotong Xie
arXiv_CL
arXiv_CL
Transformer
NAS
Attention
PDF
2020-09-04
S3NAS: Fast NPU-aware Neural Architecture Search Methodology
Jaeseong Lee, Duseok Kang, Soonhoi Ha
arXiv_CV
arXiv_CV
NAS
Pose
Classification
CNN
Image_Classification
PDF
2020-09-02
Real Image Super Resolution Via Heterogeneous Model using GP-NAS
Zhihong Pan, Baopu Li, Teng Xi, Yanwen Fan, Gang Zhang, Jingtuo Liu, Junyu Han, Errui Ding
arXiv_CV
arXiv_CV
NAS
Super_Resolution
Pose
PDF
2020-09-02
DARTS-: Robustly Stepping out of Performance Collapse Without Indicators
Xiangxiang Chu, Xiaoxing Wang, Bo Zhang, Shun Lu, Xiaolin Wei, Junchi Yan
arXiv_AI
arXiv_AI
NAS
Pose
PDF
2020-09-01
Neural Architecture Search For Keyword Spotting
Tong Mo, Yakun Yu, Mohammad Salameh, Di Niu, Shangling Jui
arXiv_SD
arXiv_SD
NAS
Speech
Pose
Classification
CNN
PDF
2020-08-31
AutoSpeech: Neural Architecture Search for Speaker Recognition
Shaojin Ding, Tianlong Chen, Xinyu Gong, Weiwei Zha, Zhangyang Wang
arXiv_CV
arXiv_CV
NAS
Recognition
Speech
Pose
Classification
CNN
Image_Classification
PDF
2020-08-30
A New Training Protocol for Performance Predictors of Evolutionary Neural Architecture Search Algorithms
Yanan Sun, Xian Sun, Yuhan Fang, Gary Yen
arXiv_AI
arXiv_AI
NAS
Pose
Prediction
PDF
2020-08-27
UNAS: Differentiable Architecture Search Meets Reinforcement Learning
Arash Vahdat, Arun Mallya, Ming-Yu Liu, Jan Kautz
arXiv_CV
arXiv_CV
NAS
Reinforcement_Learning
PDF
2020-08-26
NAS-DIP: Learning Deep Image Prior with Neural Architecture Search
Yun-Chun Chen, Chen Gao, Esther Robb, Jia-Bin Huang
arXiv_CV
arXiv_CV
NAS
Reinforcement_Learning
Restoration
Pose
CNN
PDF
2020-08-25
Learned Transferable Architectures Can Surpass Hand-Designed Architectures for Large Scale Speech Recognition
Liqiang He, Dan Su, Dong Yu
arXiv_SD
arXiv_SD
NAS
Recognition
Knowledge
Speech
Pose
Speech_Recognition
PDF
2020-08-24
LC-NAS: Latency Constrained Neural Architecture Search for Point Cloud Networks
Guohao Li, Mengmeng Xu, Silvio Giancola, Ali Thabet, Bernard Ghanem
arXiv_AI
arXiv_AI
NAS
Segmentation
Point_Cloud
3D
Classification
Deep_Learning
Detection
Inference
PDF
2020-08-24
Automated Search for Resource-Efficient Branched Multi-Task Networks
David Bruggemann, Menelaos Kanakis, Stamatios Georgoulis, Luc Van Gool
arXiv_CV
arXiv_CV
NAS
Pose
Prediction
PDF
2020-08-21
Searching Multi-Rate and Multi-Modal Temporal Enhanced Networks for Gesture Recognition
Zitong Yu, Benjia Zhou, Jun Wan, Pichao Wang, Haoyu Chen, Xin Liu, Stan Z. Li, Guoying Zhao
arXiv_CV
arXiv_CV
NAS
Recognition
3D
Gesture
Pose
Relation
Attention
PDF
2020-08-19
Enhanced MRI Reconstruction Network using Neural Architecture Search
Qiaoying Huang, Dong Yang, Yikun Xian, Pengxiang Wu, Jingru Yi, Hui Qu, Dimitris Metaxas
arXiv_CV
arXiv_CV
NAS
Reconstruction
Pose
Deep_Learning
PDF
2020-08-18
Discovering Multi-Hardware Mobile Models via Architecture Search
Grace Chu, Okan Arikan, Gabriel Bender, Weijun Wang, Achille Brighton, Pieter-Jan Kindermans, Hanxiao Liu, Berkin Akin, Suyog Gupta, Andrew Howard
arXiv_CV
arXiv_CV
NAS
Pose
PDF
2020-08-18
NASE: Learning Knowledge Graph Embeddin