Title
FedCon: A Contrastive Framework for Federated Semi-Supervised Learning Zewei Long Jiaqi Wang Yaqing Wang Houping Xiao Fenglong Ma FedML 53 22 0 09 Sep 2021
Bootstrapped Meta-Learning Sebastian Flennerhag Yannick Schroecker Tom Zahavy Hado van Hasselt David Silver Satinder Singh 43 59 0 09 Sep 2021
Preservational Learning Improves Self-supervised Medical Image Models by Reconstructing Diverse Contexts Hong-Yu Zhou Chi-Ken Lu Sibei Yang Xiaoguang Han Yizhou Yu SSL CLL 63 86 0 09 Sep 2021
Taming Self-Supervised Learning for Presentation Attack Detection: De-Folding and De-Mixing Zhe Kong Wentian Zhang Feng Liu Wenhan Luo Haozhe Liu Linlin Shen Raghavendra Ramachandra AAML 45 6 0 09 Sep 2021
Sequence Level Contrastive Learning for Text Summarization Shusheng Xu Xingxing Zhang Yi Wu Furu Wei 24 95 0 08 Sep 2021
Training Deep Networks from Zero to Hero: avoiding pitfalls and going beyond M. Ponti Fernando Pereira dos Santos Leo Sampaio Ferraz Ribeiro G. B. Cavallari 33 15 0 06 Sep 2021
Sensor Data Augmentation by Resampling for Contrastive Learning in Human Activity Recognition Jinqiang Wang Tao Zhu Jingyuan Gan L. Chen Huansheng Ning Yaping Wan 25 50 0 05 Sep 2021
An Empirical Study of Graph Contrastive Learning Yanqiao Zhu Yichen Xu Qiang Liu Shu Wu 16 168 0 02 Sep 2021
On-target Adaptation Dequan Wang Shaoteng Liu Sayna Ebrahimi Evan Shelhamer Trevor Darrell TTA 34 19 0 02 Sep 2021
Computer Vision Self-supervised Learning Methods on Time Series Daesoo Lee Technology AI4TS 39 4 0 02 Sep 2021
Self-supervised Point Cloud Representation Learning via Separating Mixed Shapes Chao Sun Zhedong Zheng Xiaohan Wang Mingliang Xu Yi Yang 3DPC SSL 21 24 0 01 Sep 2021
Aligning Cross-lingual Sentence Representations with Dual Momentum Contrast Liang Wang Wei Zhao Jingming Liu 40 14 0 01 Sep 2021
Multi-Sample based Contrastive Loss for Top-k Recommendation Hao Tang Guoshuai Zhao Yuxia Wu Xueming Qian 25 32 0 01 Sep 2021
Spatio-temporal Self-Supervised Representation Learning for 3D Point Clouds Siyuan Huang Yichen Xie Song-Chun Zhu Yixin Zhu 3DPC 37 206 0 01 Sep 2021
ScatSimCLR: self-supervised contrastive learning with pretext task regularization for small-scale datasets Vitaliy Kinakh O. Taran S. Voloshynovskiy 38 12 0 31 Aug 2021
Structure-Aware Hard Negative Mining for Heterogeneous Graph Contrastive Learning Yanqiao Zhu Yichen Xu Hejie Cui Carl Yang Qiang Liu Shu Wu 24 9 0 31 Aug 2021
Towards Out-Of-Distribution Generalization: A Survey Jiashuo Liu Zheyan Shen Yue He Xingxuan Zhang Renzhe Xu Han Yu Peng Cui CML OOD 69 519 0 31 Aug 2021
MultiSiam: Self-supervised Multi-instance Siamese Representation Learning for Autonomous Driving Kai Chen Lanqing Hong Hang Xu Zhenguo Li Dit-Yan Yeung SSL 13 55 0 27 Aug 2021
Learning Disentangled Representations in the Imaging Domain Xiao Liu Pedro Sanchez Spyridon Thermos Alison Q. OÑeil Sotirios A. Tsaftaris OOD DRL 34 71 0 26 Aug 2021
LocTex: Learning Data-Efficient Visual Representations from Localized Textual Supervision Zhijian Liu Simon Stent Jie Li John Gideon Song Han VLM 25 10 0 26 Aug 2021
Glimpse-Attend-and-Explore: Self-Attention for Active Visual Exploration Soroush Seifi Abhishek Jha Tinne Tuytelaars 27 10 0 26 Aug 2021
Reducing Label Effort: Self-Supervised meets Active Learning Javad Zolfaghari Bengar Joost van de Weijer Bartlomiej Twardowski Bogdan Raducanu VLM 26 60 0 25 Aug 2021
Multi-Task Self-Training for Learning General Representations Golnaz Ghiasi Barret Zoph E. D. Cubuk Quoc V. Le Nayeon Lee SSL 24 100 0 25 Aug 2021
Learning From Long-Tailed Data With Noisy Labels Shyamgopal Karthik Jérôme Revaud Boris Chidlovskii SSL NoLa 22 27 0 25 Aug 2021
Temporal Knowledge Consistency for Unsupervised Visual Representation Learning Wei Feng Yuanjiang Wang Lihua Ma Ye Yuan Chi Zhang SSL 21 13 0 24 Aug 2021
Improving Object Detection by Label Assignment Distillation Chuong H. Nguyen Thuy C. Nguyen Tuan N. Tang N. Phan 41 41 0 24 Aug 2021
ParamCrop: Parametric Cubic Cropping for Video Contrastive Learning Zhiwu Qing Ziyuan Huang Shiwei Zhang Mingqian Tang Changxin Gao M. Ang Ronglei Ji Nong Sang 48 3 0 24 Aug 2021
Jointly Learnable Data Augmentations for Self-Supervised GNNs Zekarias T. Kefato Sarunas Girdzijauskas Hannes Stärk SSL 25 4 0 23 Aug 2021
How Transferable Are Self-supervised Features in Medical Image Classification Tasks? T. Truong Sadegh Mohammadi Matthias Lenga 47 45 0 23 Aug 2021
Uncertainty-aware Clustering for Unsupervised Domain Adaptive Object Re-identification Pengfei Wang Changxing Ding Wentao Tan Biwei Huang Kui Jia Dacheng Tao 32 40 0 22 Aug 2021
Pi-NAS: Improving Neural Architecture Search by Reducing Supernet Training Consistency Shift Jiefeng Peng Jiqi Zhang Changlin Li Guangrun Wang Xiaodan Liang Liang Lin AAML OOD 34 16 0 22 Aug 2021
SSR: Semi-supervised Soft Rasterizer for single-view 2D to 3D Reconstruction I. Laradji P. Rodríguez David Vazquez Derek Nowrouzezahrai 3DV 26 3 0 21 Aug 2021
Contrastive Representations for Label Noise Require Fine-Tuning Pierre Nodet V. Lemaire A. Bondu Antoine Cornuéjols 23 1 0 20 Aug 2021
Is it Time to Replace CNNs with Transformers for Medical Images? Christos Matsoukas Johan Fredin Haslum Magnus P Soderberg Kevin Smith ViT OOD MedIm 33 146 0 20 Aug 2021
Pixel Contrastive-Consistent Semi-Supervised Semantic Segmentation Yuanyi Zhong Bodi Yuan Hong Wu Zhiqiang Yuan Jian Peng Yu-xiong Wang 38 167 0 20 Aug 2021
Topo2vec: Topography Embedding Using the Fractal Effect Jonathan Kavitzky Jonathan Zarecki Idan Brusilovsky Uriel Singer 24 0 0 19 Aug 2021
Concurrent Discrimination and Alignment for Self-Supervised Feature Learning Anjan Dutta Massimiliano Mancini Zeynep Akata SSL 22 0 0 19 Aug 2021
Few-shot Segmentation with Optimal Transport Matching and Message Flow Weide Liu Chi Zhang Henghui Ding Tzu-Yi Hung Guosheng Lin 32 49 0 19 Aug 2021
Self-Supervised Visual Representations Learning by Contrastive Mask Prediction Yucheng Zhao Guangting Wang Chong Luo Wenjun Zeng Zhengjun Zha ISeg SSL 27 46 0 18 Aug 2021
RandomRooms: Unsupervised Pre-training from Synthetic Shapes and Randomized Layouts for 3D Object Detection Yongming Rao Benlin Liu Yi Wei Jiwen Lu Cho-Jui Hsieh Jie Zhou 3DPC 33 50 0 17 Aug 2021
MVCNet: Multiview Contrastive Network for Unsupervised Representation Learning for 3D CT Lesions Penghua Zhai Huaiwei Cong Gangming Zhao Chaowei Fang Jinpeng Li Ting Cai Huiguang He 27 10 0 17 Aug 2021
Self-Supervised Pretraining and Controlled Augmentation Improve Rare Wildlife Recognition in UAV Images Xiaochen Zheng B. Kellenberger R. Gong I. Hajnsek D. Tuia 30 12 0 17 Aug 2021
Voxel-wise Cross-Volume Representation Learning for 3D Neuron Reconstruction Heng Wang Chaoyi Zhang Jianhui Yu Yang Song Siqi Liu Wojciech Chrzanowski Weidong (Tom) Cai 3DV 11 6 0 14 Aug 2021
Collaborative Unsupervised Visual Representation Learning from Decentralized Data Weiming Zhuang Xin Gan Yonggang Wen Shuai Zhang Shuai Yi FedML 35 98 0 14 Aug 2021
Focus on the Positives: Self-Supervised Learning for Biodiversity Monitoring Omiros Pantazis Gabriel J. Brostow Kate E. Jones Oisin Mac Aodha SSL 34 30 0 14 Aug 2021
A Systematic Benchmarking Analysis of Transfer Learning for Medical Image Analysis M. Taher F. Haghighi Ruibin Feng Michael B. Gotway Jianming Liang 23 67 0 12 Aug 2021
Are Negative Samples Necessary in Entity Alignment? An Approach with High Performance, Scalability and Robustness Xin Mao Wenting Wang Yuanbin Wu Man Lan 32 26 0 11 Aug 2021
Few-Shot Segmentation with Global and Local Contrastive Learning Weide Liu Zhonghua Wu Henghui Ding Fayao Liu Jie Lin Guosheng Lin Wei Zhou 45 24 0 11 Aug 2021
How Self-Supervised Learning Can be Used for Fine-Grained Head Pose Estimation? Mahdi Pourmirzaei Farzaneh Esmaili G. Montazer Sasan Karamizadeh Seyedehsamaneh Shojaeilangari 32 0 0 10 Aug 2021
Knowledge accumulating: The general pattern of learning Zhuoran Xu Hao Liu CLL 32 0 0 09 Aug 2021