Title
KappaFace: Adaptive Additive Angular Margin Loss for Deep Face Recognition Chingis Oinar B. Le Simon S. Woo CVBM 31 112 0 19 Jan 2022
TriCoLo: Trimodal Contrastive Loss for Text to Shape Retrieval Yue Ruan Han-Hung Lee Yiming Zhang Ke Zhang Angel X. Chang 37 22 0 19 Jan 2022
Lung Swapping Autoencoder: Learning a Disentangled Structure-texture Representation of Chest Radiographs Lei Zhou Joseph Bae Huidong Liu Gagandeep Singh Jeremy Green Amit Gupta Dimitris Samaras Prateek Prasanna OOD MedIm 14 6 0 18 Jan 2022
Leveraging Real Talking Faces via Self-Supervision for Robust Forgery Detection A. Haliassos Rodrigo Mira Stavros Petridis Maja Pantic CVBM 45 127 0 18 Jan 2022
MuSCLe: A Multi-Strategy Contrastive Learning Framework for Weakly Supervised Semantic Segmentation Kun Yuan Gerald Schaefer Yu-kun Lai Yifan Wang Xiyao Liu Lin Guan Hui Fang 40 1 0 18 Jan 2022
Accelerating Representation Learning with View-Consistent Dynamics in Data-Efficient Reinforcement Learning Tao Huang Jiacheng Wang Xiao Chen 43 4 0 18 Jan 2022
RePre: Improving Self-Supervised Vision Transformer with Reconstructive Pre-training Luyang Wang Feng Liang Yangguang Li Honggang Zhang Wanli Ouyang Jing Shao ViT 39 24 0 18 Jan 2022
Self-Supervised Anomaly Detection by Self-Distillation and Negative Sampling Nima Rafiee Rahil Gholamipoorfard Nikolas Adaloglou Simon Jaxy Julius Ramakers M. Kollmann OODD 25 8 0 17 Jan 2022
Towards Unsupervised Deep Graph Structure Learning Yixin Liu Yu Zheng Daokun Zhang Hongxu Chen Hao Peng Shirui Pan 39 185 0 17 Jan 2022
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 151 92 0 17 Jan 2022
Contrastive Pretraining for Echocardiography Segmentation with Limited Data M. Saeed Rand Muhtaseb Mohammad Yaqub 27 25 0 16 Jan 2022
Video Transformers: A Survey Javier Selva A. S. Johansen Sergio Escalera Kamal Nasrollahi T. Moeslund Albert Clapés ViT 29 103 0 16 Jan 2022
StolenEncoder: Stealing Pre-trained Encoders in Self-supervised Learning Yupei Liu Jinyuan Jia Hongbin Liu Neil Zhenqiang Gong MIACV 27 24 0 15 Jan 2022
Transferability in Deep Learning: A Survey Junguang Jiang Yang Shu Jianmin Wang Mingsheng Long OOD 43 102 0 15 Jan 2022
SimReg: Regression as a Simple Yet Effective Tool for Self-supervised Knowledge Distillation K. Navaneet Soroush Abbasi Koohpayegani Ajinkya Tejankar Hamed Pirsiavash 23 19 0 13 Jan 2022
Pushing the limits of self-supervised ResNets: Can we outperform supervised learning without labels on ImageNet? Nenad Tomašev Ioana Bica Brian McWilliams Lars Buesing Razvan Pascanu Charles Blundell Jovana Mitrović SSL 103 81 0 13 Jan 2022
BigDatasetGAN: Synthesizing ImageNet with Pixel-wise Annotations Daiqing Li Huan Ling Seung Wook Kim Karsten Kreis Adela Barriuso Sanja Fidler Antonio Torralba 43 104 0 12 Jan 2022
Multi-task Joint Strategies of Self-supervised Representation Learning on Biomedical Networks for Drug Discovery Xiaoqi Wang Yingjie Cheng Yaning Yang Yue Yu Fei Li Shaoliang Peng 28 41 0 12 Jan 2022
Robust Contrastive Learning against Noisy Views Ching-Yao Chuang R. Devon Hjelm Xin Eric Wang Vibhav Vineet Neel Joshi Antonio Torralba Stefanie Jegelka Ya-heng Song NoLa 16 68 0 12 Jan 2022
Bootstrapping Informative Graph Augmentation via A Meta Learning Approach Hang Gao Jiangmeng Li Jingyao Wang Hui Xiong Gang Hua Changwen Zheng 28 11 0 11 Jan 2022
Self-Supervised Approach to Addressing Zero-Shot Learning Problem Ademola Okerinde Sam Hoggatt Divya Vani Lakkireddy Nolan Brubaker William H. Hsu L. Shamir Brian Spiesman SSL VLM 22 2 0 05 Jan 2022
Sound and Visual Representation Learning with Multiple Pretraining Tasks A. Vasudevan Dengxin Dai Luc Van Gool SSL 43 6 0 04 Jan 2022
Uncovering the Over-smoothing Challenge in Image Super-Resolution: Entropy-based Quantification and Contrastive Optimization Tianshuo Xu Lijiang Li Peng Mi Xiawu Zheng Rongrong Ji G. Jiang Yiyi Zhou Wei Zhang SupR 29 6 0 04 Jan 2022
Optimal Representations for Covariate Shift Yangjun Ruan Yann Dubois Chris J. Maddison OOD 48 68 0 31 Dec 2021
Representation Learning via Consistent Assignment of Views to Clusters T. Silva Adín Ramirez Rivera SSL 25 9 0 31 Dec 2021
Continually Learning Self-Supervised Representations with Projected Functional Regularization Alex Gomez-Villa Bartlomiej Twardowski Lu Yu Andrew D. Bagdanov Joost van de Weijer CLL SSL 28 37 0 30 Dec 2021
Contrastive Fine-grained Class Clustering via Generative Adversarial Networks Yunji Kim Jung-Woo Ha GAN 27 13 0 30 Dec 2021
Deep Graph Clustering via Dual Correlation Reduction Yue Liu Wenxuan Tu Sihang Zhou Xinwang Liu Linxuan Song Xihong Yang En Zhu 27 202 0 29 Dec 2021
Recursive Least-Squares Estimator-Aided Online Learning for Visual Tracking Jin Gao Yan Lu Xiaojuan Qi Yutong Kou Bing Li Liang Li Shan Yu Weiming Hu 16 2 0 28 Dec 2021
A Fistful of Words: Learning Transferable Visual Models from Bag-of-Words Supervision Ajinkya Tejankar Maziar Sanjabi Bichen Wu Saining Xie Madian Khabsa Hamed Pirsiavash Hamed Firooz VLM 42 17 0 27 Dec 2021
Disentanglement by Cyclic Reconstruction David Bertoin Emmanuel Rachelson OOD 26 4 0 24 Dec 2021
SLIP: Self-supervision meets Language-Image Pre-training Norman Mu Alexander Kirillov David Wagner Saining Xie VLM CLIP 63 483 0 23 Dec 2021
Physics Constrained Flow Neural Network for Short-Timescale Predictions in Data Communications Networks Xiangle Cheng James He Shihan Xiao Yingxue Zhang Zhitang Chen Pascal Poupart Fenglin Li PINN AI4CE 267 0 0 23 Dec 2021
Improved skin lesion recognition by a Self-Supervised Curricular Deep Learning approach Kirill Sirotkin Marcos Escudero-Viñolo Pablo Carballeira Juan C. Sanmiguel SSL 39 6 0 22 Dec 2021
Barely-Supervised Learning: Semi-Supervised Learning with very few labeled images Thomas Lucas Philippe Weinzaepfel Grégory Rogez SSL 38 30 0 22 Dec 2021
Simple and Effective Balance of Contrastive Losses Arnaud Sors Rafael Sampaio de Rezende Sarah Ibrahimi J. Andreoli SSL 30 1 0 22 Dec 2021
Max-Margin Contrastive Learning Anshul B. Shah S. Sra Ramalingam Chellappa A. Cherian SSL 37 44 0 21 Dec 2021
Augmented Contrastive Self-Supervised Learning for Audio Invariant Representations M Motavali Emami Dung T. Tran K. Koishida SSL 36 2 0 21 Dec 2021
Are Large-scale Datasets Necessary for Self-Supervised Pre-training? Alaaeldin El-Nouby Gautier Izacard Hugo Touvron Ivan Laptev Hervé Jégou Edouard Grave SSL 29 150 0 20 Dec 2021
Learning with Label Noise for Image Retrieval by Selecting Interactions Sarah Ibrahimi Arnaud Sors Rafael Sampaio de Rezende Stéphane Clinchant NoLa VLM 27 16 0 20 Dec 2021
Information-theoretic stochastic contrastive conditional GAN: InfoSCC-GAN Vitaliy Kinakh M. Drozdova Guillaume Quétant T. Golling Svyatoslav Voloshynovskiy GAN 19 0 0 17 Dec 2021
Watermarking Images in Self-Supervised Latent Spaces Pierre Fernandez Alexandre Sablayrolles Teddy Furon Hervé Jégou Matthijs Douze WIGM 34 83 0 17 Dec 2021
SiamTrans: Zero-Shot Multi-Frame Image Restoration with Pre-Trained Siamese Transformers Lin Liu Shanxin Yuan Jianzhuang Liu Xintao Guo Youliang Yan Qi Tian ViT 28 12 0 17 Dec 2021
UniMiSS: Universal Medical Self-Supervised Learning via Breaking Dimensionality Barrier Yutong Xie Jianpeng Zhang Yong-quan Xia Qi Wu MedIm 74 63 0 17 Dec 2021
Sparse Coding with Multi-Layer Decoders using Variance Regularization Katrina Evtimova Yann LeCun BDL OffRL 18 9 0 16 Dec 2021
High Fidelity Visualization of What Your Self-Supervised Representation Knows About Florian Bordes Randall Balestriero Pascal Vincent DiffM 25 61 0 16 Dec 2021
Masked Feature Prediction for Self-Supervised Visual Pre-Training Chen Wei Haoqi Fan Saining Xie Chaoxia Wu Alan Yuille Christoph Feichtenhofer ViT 105 657 0 16 Dec 2021
Human Hands as Probes for Interactive Object Understanding Mohit Goyal Sahil Modi Rishabh Goyal Saurabh Gupta 29 48 0 16 Dec 2021
RegionCLIP: Region-based Language-Image Pretraining Yiwu Zhong Jianwei Yang Pengchuan Zhang Chunyuan Li Noel Codella ... Luowei Zhou Xiyang Dai Lu Yuan Yin Li Jianfeng Gao VLM CLIP 40 559 0 16 Dec 2021
Bootstrap Equilibrium and Probabilistic Speaker Representation Learning for Self-supervised Speaker Verification Sung Hwan Mun Min Hyun Han Dongjune Lee Jihwan Kim N. Kim SSL 48 3 0 16 Dec 2021