Title
Self-Supervision Closes the Gap Between Weak and Strong Supervision in Histology Olivier Dehaene Axel Camara O. Moindrot Axel de Lavergne P. Courtiol 13 68 0 07 Dec 2020
Fine-grained Angular Contrastive Learning with Coarse Labels Guy Bukchin Eli Schwartz Kate Saenko Ori Shahar Rogerio Feris Raja Giryes Leonid Karlinsky 25 52 0 07 Dec 2020
Proactive Pseudo-Intervention: Causally Informed Contrastive Learning For Interpretable Vision Models Dong Wang Yuewei Yang Chenyang Tao Zhe Gan Liqun Chen Fanjie Kong Ricardo Henao Lawrence Carin 22 0 0 06 Dec 2020
FedSiam: Towards Adaptive Federated Semi-Supervised Learning Zewei Long Liwei Che Yaqing Wang Muchao Ye Junyu Luo Jinze Wu Houping Xiao Fenglong Ma FedML 18 16 0 06 Dec 2020
Seed the Views: Hierarchical Semantic Alignment for Contrastive Representation Learning Haohang Xu Xiaopeng Zhang Hao Li Lingxi Xie H. Xiong Qi Tian SSL 6 12 0 04 Dec 2020
Super-Selfish: Self-Supervised Learning on Images with PyTorch Nicolas Wagner Anirban Mukhopadhyay SSL 27 0 0 04 Dec 2020
Co-mining: Self-Supervised Learning for Sparsely Annotated Object Detection Tiancai Wang Tong Yang Jiale Cao X. Zhang 17 47 0 03 Dec 2020
Message Passing Adaptive Resonance Theory for Online Active Semi-supervised Learning Taehyeong Kim Injune Hwang Hyun-Dong Lee Hyunseok Kim Won-Seok Choi Joseph J. Lim Byoung-Tak Zhang 14 8 0 02 Dec 2020
About contrastive unsupervised representation learning for classification and its convergence Ibrahim Merad Yiyang Yu Emmanuel Bacry Stéphane Gaïffas SSL 18 1 0 02 Dec 2020
Towards Good Practices in Self-supervised Representation Learning Srikar Appalaraju Yi Zhu Yusheng Xie István Fehérvári SSL 4 21 0 01 Dec 2020
Multi-level Knowledge Distillation via Knowledge Alignment and Correlation Fei Ding Yin Yang Hongxin Hu V. Krovi Feng Luo 6 4 0 01 Dec 2020
Inductive Biases for Deep Learning of Higher-Level Cognition Anirudh Goyal Yoshua Bengio AI4CE 18 344 0 30 Nov 2020
On Initial Pools for Deep Active Learning Akshay L Chandra Sai Vikas Desai Chaitanya Devaguptapu V. Balasubramanian 19 19 0 30 Nov 2020
A Selective Survey on Versatile Knowledge Distillation Paradigm for Neural Network Models J. Ku Jihun Oh Youngyoon Lee Gaurav Pooniwala Sangjeong Lee 18 3 0 30 Nov 2020
CROCS: Clustering and Retrieval of Cardiac Signals Based on Patient Disease Class, Sex, and Age Dani Kiyasseh T. Zhu David A. Clifton 12 9 0 28 Nov 2020
PCPs: Patient Cardiac Prototypes Dani Kiyasseh T. Zhu David A. Clifton 15 1 0 28 Nov 2020
Self supervised contrastive learning for digital histopathology Ozan Ciga Tony Xu Anne L. Martel SSL 103 305 0 27 Nov 2020
Self-EMD: Self-Supervised Object Detection without ImageNet Songtao Liu Zeming Li Jian-jun Sun SSL ObjD 11 92 0 27 Nov 2020
Generalization in Reinforcement Learning by Soft Data Augmentation Nicklas Hansen Xiaolong Wang OffRL 4 166 0 26 Nov 2020
How Well Do Self-Supervised Models Transfer? Linus Ericsson H. Gouk Timothy M. Hospedales SSL 30 274 0 26 Nov 2020
A Unified Mixture-View Framework for Unsupervised Representation Learning Xiangxiang Chu Xiaohang Zhan Bo-Wen Zhang SSL 12 1 0 26 Nov 2020
Evaluation of Out-of-Distribution Detection Performance of Self-Supervised Learning in a Controllable Environment Jeonghoon Park Kyungmin Jo Daehoon Gwak Jimin Hong Jaegul Choo E. Choi OODD 11 1 0 26 Nov 2020
Grafit: Learning fine-grained image representations with coarse labels Hugo Touvron Alexandre Sablayrolles Matthijs Douze Matthieu Cord Hervé Jégou SSL 22 68 0 25 Nov 2020
Unsupervised Object Detection with LiDAR Clues Haofei Tian Yuntao Chen Jifeng Dai Zhaoxiang Zhang Xizhou Zhu 3DPC 25 28 0 25 Nov 2020
PGL: Prior-Guided Local Self-supervised Learning for 3D Medical Image Segmentation Yutong Xie Jianpeng Zhang Zehui Liao Yong-quan Xia Chunhua Shen 13 46 0 25 Nov 2020
An Empirical Study of the Collapsing Problem in Semi-Supervised 2D Human Pose Estimation Rongchang Xie Chunyu Wang Wenjun Zeng Yizhou Wang SSL 3DH 11 26 0 25 Nov 2020
Boosting Contrastive Self-Supervised Learning with False Negative Cancellation T. Huynh Simon Kornblith Matthew R. Walter Michael Maire M. Khademi SSL 11 165 0 23 Nov 2020
Ranking Neural Checkpoints Yandong Li Xuhui Jia Ruoxin Sang Yukun Zhu Bradley Green Liqiang Wang Boqing Gong FedML ELM UQCV 27 47 0 23 Nov 2020
CoMatch: Semi-supervised Learning with Contrastive Graph Regularization Junnan Li Caiming Xiong S. Hoi SSL 19 252 0 23 Nov 2020
Run Away From your Teacher: Understanding BYOL by a Novel Self-Supervised Approach Haizhou Shi Dongliang Luo Siliang Tang Jian Wang Yueting Zhuang SSL 13 13 0 22 Nov 2020
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 14 3,949 0 20 Nov 2020
SLADE: A Self-Training Framework For Distance Metric Learning Jiali Duan Yen-Liang Lin Son N. Tran Larry S. Davis C.-C. Jay Kuo 14 11 0 20 Nov 2020
Efficient Conditional Pre-training for Transfer Learning Shuvam Chakraborty Burak Uzkent Kumar Ayush Kumar Tanmay Evan Sheehan Stefano Ermon VLM 21 17 0 20 Nov 2020
Classification by Attention: Scene Graph Classification with Prior Knowledge Sahand Sharifzadeh Sina Moayed Baharlou Volker Tresp OCL 14 50 0 19 Nov 2020
Propagate Yourself: Exploring Pixel-Level Consistency for Unsupervised Visual Representation Learning Zhenda Xie Yutong Lin Zheng-Wei Zhang Yue Cao Stephen Lin Han Hu SSL 23 408 0 19 Nov 2020
Geography-Aware Self-Supervised Learning Kumar Ayush Burak Uzkent Chenlin Meng Kumar Tanmay Marshall Burke David B. Lobell Stefano Ermon SSL 23 227 0 19 Nov 2020
Heterogeneous Contrastive Learning: Encoding Spatial Information for Compact Visual Representations Xinyue Huo Lingxi Xie Longhui Wei Xiaopeng Zhang Hao Li Zijie Yang Wen-gang Zhou Houqiang Li Qi Tian SSL 6 13 0 19 Nov 2020
FROST: Faster and more Robust One-shot Semi-supervised Training Helena E. Liu L. Smith BDL OffRL 29 1 0 18 Nov 2020
Dense Contrastive Learning for Self-Supervised Visual Pre-Training Xinlong Wang Rufeng Zhang Chunhua Shen Tao Kong Lei Li SSL 11 668 0 18 Nov 2020
UP-DETR: Unsupervised Pre-training for Object Detection with Transformers Zhigang Dai Bolun Cai Yugeng Lin Junying Chen ViT 27 22 0 18 Nov 2020
Contrastive Registration for Unsupervised Medical Image Segmentation Lihao Liu Angelica I Aviles-Rivero Carola-Bibiane Schönlieb 19 37 0 17 Nov 2020
Neural Semi-supervised Learning for Text Classification Under Large-Scale Pretraining Zijun Sun Chun Fan Xiaofei Sun Yuxian Meng Fei Wu Jiwei Li 17 9 0 17 Nov 2020
Can Semantic Labels Assist Self-Supervised Visual Representation Learning? Longhui Wei Lingxi Xie Jianzhong He Jianlong Chang Xiaopeng Zhang Wen-gang Zhou Houqiang Li Qi Tian SSL 6 25 0 17 Nov 2020
AdCo: Adversarial Contrast for Efficient Learning of Unsupervised Representations from Self-Trained Negative Adversaries Q. Hu Xiao Wang Wei Hu Guo-Jun Qi SSL 12 151 0 17 Nov 2020
Combining Self-Supervised and Supervised Learning with Noisy Labels Yongqi Zhang Hui Zhang Quanming Yao Jun Wan NoLa SSL 6 0 0 16 Nov 2020
Robust Policies via Mid-Level Visual Representations: An Experimental Study in Manipulation and Navigation B. Chen Alexander Sax Gene Lewis Iro Armeni Silvio Savarese Amir Zamir Jitendra Malik Lerrel Pinto 14 42 0 13 Nov 2020
Transformers for One-Shot Visual Imitation Sudeep Dasari Abhinav Gupta LM&Ro 29 90 0 11 Nov 2020
Self-supervised Graph Representation Learning via Bootstrapping Feihu Che Guohua Yang Dawei Zhang J. Tao Pengpeng Shao Tong Liu SSL 6 23 0 10 Nov 2020
Towards Domain-Agnostic Contrastive Learning Vikas Verma Minh-Thang Luong Kenji Kawaguchi Hieu H. Pham Quoc V. Le SSL 15 115 0 09 Nov 2020
Intriguing Properties of Contrastive Losses Ting Chen Calvin Luo Lala Li 28 173 0 05 Nov 2020