Title
Contrastive Spatio-Temporal Pretext Learning for Self-supervised Video Representation Yujia Zhang L. Po Xuyuan Xu Mengyang Liu Yexin Wang Weifeng Ou Yuzhi Zhao Weikang Yu SSL AI4TS 22 16 0 16 Dec 2021
Graph-wise Common Latent Factor Extraction for Unsupervised Graph Representation Learning Thilini Cooray Ngai-man Cheung 32 6 0 16 Dec 2021
Rethinking Nearest Neighbors for Visual Classification Menglin Jia Bor-Chun Chen Zuxuan Wu Claire Cardie Serge Belongie Ser-Nam Lim SSL 41 10 0 15 Dec 2021
Improving Self-supervised Learning with Automated Unsupervised Outlier Arbitration Yu Wang Jingyang Lin Jingjing Zou Yingwei Pan Ting Yao Tao Mei OODD 39 12 0 15 Dec 2021
Towards General and Efficient Active Learning Yichen Xie Masayoshi Tomizuka Wei Zhan VLM 35 10 0 15 Dec 2021
Graph Representation Learning via Contrasting Cluster Assignments Chun-Yang Zhang Hong-Yu Yao F. I. C. L. Philip Chen Yue-Na Lin SSL 26 2 0 15 Dec 2021
Gaze Estimation with Eye Region Segmentation and Self-Supervised Multistream Learning Zunayed Mahmud Paul Hungler Ali Etemad 24 3 0 15 Dec 2021
Bayesian Graph Contrastive Learning Arman Hasanzadeh Mohammadreza Armandpour Ehsan Hajiramezanali Mingyuan Zhou N. Duffield K. Narayanan UQCV BDL SSL 17 5 0 15 Dec 2021
Exploring Category-correlated Feature for Few-shot Image Classification Jing Xu Xinglin Pan Xu Luo Wenjie Pei Zenglin Xu 32 4 0 14 Dec 2021
On the use of Cortical Magnification and Saccades as Biological Proxies for Data Augmentation Binxu Wang David Mayo Arturo Deza Andrei Barbu C. Conwell 43 12 0 14 Dec 2021
CLIP-Lite: Information Efficient Visual Representation Learning with Language Supervision A. Shrivastava Ramprasaath R. Selvaraju Nikhil Naik Vicente Ordonez VLM CLIP 30 6 0 14 Dec 2021
Makeup216: Logo Recognition with Adversarial Attention Representations Junjun Hu Yanhao Zhu Bo Zhao Jiexin Zheng Chenxu Zhao Xiangyu Zhu Kangle Wu Darun Tang 30 2 0 13 Dec 2021
Semi-Supervised Contrastive Learning for Remote Sensing: Identifying Ancient Urbanization in the South Central Andes Jiachen Xu Junlin Guo James Zimmer-Dauphinee Quan Liu Yuxuan Shi Zuhayr Asad D. Mitchell Wilkes Parker VanValkenburgh Steven A. Wernke Yuankai Huo SSL 29 2 0 13 Dec 2021
Self-Supervised Modality-Aware Multiple Granularity Pre-Training for RGB-Infrared Person Re-Identification Lin Wan Qianyan Jing Zongyuan Sun Chuan Zhang Zhihang Li Yehansen Chen SSL 28 5 0 12 Dec 2021
Controlled-rearing studies of newborn chicks and deep neural networks Donsuk Lee P. Gujarathi Justin N. Wood 16 10 0 12 Dec 2021
Revisiting Consistency Regularization for Semi-Supervised Learning Yue Fan Anna Kukleva Bernt Schiele 30 59 0 10 Dec 2021
Learning Representations with Contrastive Self-Supervised Learning for Histopathology Applications Karin Stacke Jonas Unger Claes Lundström Gabriel Eilertsen OOD SSL 31 25 0 10 Dec 2021
Tradeoffs Between Contrastive and Supervised Learning: An Empirical Study A. Karthik Mike Wu Noah D. Goodman Alex Tamkin SSL 42 5 0 10 Dec 2021
Contextualized Spatio-Temporal Contrastive Learning with Self-Supervision Liangzhe Yuan Rui Qian Huayu Chen Boqing Gong Florian Schroff Ming-Hsuan Yang Hartwig Adam Ting Liu AI4TS 30 15 0 09 Dec 2021
Exploring the Equivalence of Siamese Self-Supervised Learning via A Unified Gradient Framework Chenxin Tao Honghui Wang Xizhou Zhu Jiahua Dong S. Song Gao Huang Jifeng Dai SSL 44 60 0 09 Dec 2021
DR3: Value-Based Deep Reinforcement Learning Requires Explicit Regularization Aviral Kumar Rishabh Agarwal Tengyu Ma Aaron Courville George Tucker Sergey Levine OffRL 31 66 0 09 Dec 2021
SimIPU: Simple 2D Image and 3D Point Cloud Unsupervised Pre-Training for Spatial-Aware Visual Representations Zhenyu Li Zehui Chen Ang Li Liangji Fang Qinhong Jiang Xianming Liu Junjun Jiang Bolei Zhou Hang Zhao 3DPC SSL 34 65 0 09 Dec 2021
Constrained Mean Shift Using Distant Yet Related Neighbors for Representation Learning K. Navaneet Soroush Abbasi Koohpayegani Ajinkya Tejankar Kossar Pourahmadi Akshayvarun Subramanya Hamed Pirsiavash SSL 40 8 0 08 Dec 2021
Exploring Temporal Granularity in Self-Supervised Video Representation Learning Rui Qian Yeqing Li Liangzhe Yuan Boqing Gong Ting Liu Matthew A. Brown Serge Belongie Ming-Hsuan Yang Hartwig Adam Huayu Chen AI4TS 70 6 0 08 Dec 2021
Revisiting Contrastive Learning through the Lens of Neighborhood Component Analysis: an Integrated Framework Ching-Yun Ko Jeet Mohapatra Sijia Liu Pin-Yu Chen Lucani E. Daniel Lily Weng SSL 33 11 0 08 Dec 2021
Self-Supervised Speaker Verification with Simple Siamese Network and Self-Supervised Regularization Mufan Sang Haoqi Li F. Liu Andrew O. Arnold Li Wan SSL 18 40 0 08 Dec 2021
Self-Supervised Models are Continual Learners Enrico Fini Victor G. Turrisi da Costa Xavier Alameda-Pineda Elisa Ricci Alahari Karteek Julien Mairal BDL CLL SSL 64 161 0 08 Dec 2021
Transformaly -- Two (Feature Spaces) Are Better Than One M. Cohen S. Avidan ViT 15 27 0 08 Dec 2021
Boosting Contrastive Learning with Relation Knowledge Distillation Kai Zheng Yuanjiang Wang Ye Yuan SSL 21 13 0 08 Dec 2021
Contrastive Instruction-Trajectory Learning for Vision-Language Navigation Xiwen Liang Fengda Zhu Yi Zhu Bingqian Lin Bing Wang Xiaodan Liang 27 23 0 08 Dec 2021
Auxiliary Learning for Self-Supervised Video Representation via Similarity-based Knowledge Distillation Amirhossein Dadashzadeh Alan Whone Majid Mirmehdi SSL 24 4 0 07 Dec 2021
BT-Unet: A self-supervised learning framework for biomedical image segmentation using Barlow Twins with U-Net models Narinder Singh Punn Sonali Agarwal SSL 35 35 0 07 Dec 2021
Time-Equivariant Contrastive Video Representation Learning Simon Jenni Hailin Jin SSL AI4TS 143 60 0 07 Dec 2021
TCGL: Temporal Contrastive Graph for Self-supervised Video Representation Learning Yang Liu Keze Wang Lingbo Liu Hao Lan Liang Lin SSL AI4TS 55 113 0 07 Dec 2021
CMA-CLIP: Cross-Modality Attention CLIP for Image-Text Classification Huidong Liu Shaoyuan Xu Jinmiao Fu Yang Liu Ning Xie Chien Wang Bryan Wang Yi Sun CLIP VLM 32 27 0 07 Dec 2021
Which images to label for few-shot medical landmark detection? Quan Quan Qingsong Yao Jun Li S. Kevin Zhou 37 24 0 07 Dec 2021
General Facial Representation Learning in a Visual-Linguistic Manner Yinglin Zheng Hao Yang Ting Zhang Jianmin Bao Dongdong Chen Yangyu Huang Lu Yuan Dong Chen Ming Zeng Fang Wen CVBM 146 164 0 06 Dec 2021
4DContrast: Contrastive Learning with Dynamic Correspondences for 3D Scene Understanding Yujin Chen Matthias Nießner Angela Dai 3DPC 125 57 0 06 Dec 2021
Anomaly Detection in IR Images of PV Modules using Supervised Contrastive Learning Lukas Bommes M. Hoffmann C. Buerhop‐Lutz Tobias Pickel J. Hauch Christoph J. Brabec Andreas Maier I. M. Peters 31 32 0 06 Dec 2021
A Tale of Color Variants: Representation and Self-Supervised Learning in Fashion E-Commerce U. Dutta Sandeep Repakula Maulik Parmar Abhinav Ravi OOD 36 3 0 06 Dec 2021
Seeing Objects in dark with Continual Contrastive Learning U. Dutta ObjD 38 3 0 06 Dec 2021
Joint Learning of Localized Representations from Medical Images and Reports Philipp Muller Georgios Kaissis Cong Zou Daniel Munich 140 81 0 06 Dec 2021
VarCLR: Variable Semantic Representation Pre-training via Contrastive Learning Qibin Chen Jeremy Lacomis Edward J. Schwartz Graham Neubig Bogdan Vasilescu Claire Le Goues VLM 24 35 0 05 Dec 2021
Augmentation-Free Self-Supervised Learning on Graphs Namkyeong Lee Junseok Lee Chanyoung Park 64 203 0 05 Dec 2021
Unsupervised Domain Generalization by Learning a Bridge Across Domains Sivan Harary Eli Schwartz Assaf Arbelle Peter W. J. Staar Shady Abu Hussein ... Hildegard Kuehne Dina Katabi Kate Saenko Rogerio Feris Leonid Karlinsky OOD 27 40 0 04 Dec 2021
U2-Former: A Nested U-shaped Transformer for Image Restoration Haobo Ji Xin Feng Wenjie Pei Jinxing Li Guangming Lu ViT 24 26 0 04 Dec 2021
BEVT: BERT Pretraining of Video Transformers Rui Wang Dongdong Chen Zuxuan Wu Yinpeng Chen Xiyang Dai Mengchen Liu Yu-Gang Jiang Luowei Zhou Lu Yuan ViT 39 205 0 02 Dec 2021
TransFGU: A Top-down Approach to Fine-Grained Unsupervised Semantic Segmentation Zhao-Heng Yin Pichao Wang Fan Wang Xianzhe Xu Hanling Zhang Hao Li Rong Jin 46 40 0 02 Dec 2021
Self-supervised Video Transformer Kanchana Ranasinghe Muzammal Naseer Salman Khan Fahad Shahbaz Khan Michael S. Ryoo ViT 44 84 0 02 Dec 2021
The Surprising Effectiveness of Representation Learning for Visual Imitation Jyothish Pari Nur Muhammad (Mahi) Shafiullah Sridhar Pandian Arunachalam Lerrel Pinto SSL 30 161 0 02 Dec 2021