Improved Baselines with Momentum Contrastive Learning

9 March 2020

Papers citing "Improved Baselines with Momentum Contrastive Learning"

50 / 2,109 papers shown

Title
Semi-supervised New Event Type Induction and Description via Contrastive Loss-Enforced Batch Attention Carl Edwards Heng Ji 70 10 0 12 Feb 2022
Using Navigational Information to Learn Visual Representations Lizhen Zhu B. Wyble Jianmin Wang SSL 34 0 0 10 Feb 2022
Energy-Based Contrastive Learning of Visual Representations Beomsu Kim Jong Chul Ye 70 16 0 10 Feb 2022
Point-Level Region Contrast for Object Detection Pre-Training Yutong Bai Xinlei Chen Alexander Kirillov Alan Yuille Alexander C. Berg 3DPC 100 51 0 09 Feb 2022
Distillation with Contrast is All You Need for Self-Supervised Point Cloud Representation Learning Kexue Fu Peng Gao Renrui Zhang Hongsheng Li Yu Qiao Manning Wang SSL 3DPC 66 23 0 09 Feb 2022
STC: Spatio-Temporal Contrastive Learning for Video Instance Segmentation Zhengkai Jiang Zhangxuan Gu Jinlong Peng Hang Zhou Liang Liu Yabiao Wang Ying Tai Chengjie Wang Liqing Zhang 72 15 0 08 Feb 2022
Corrupted Image Modeling for Self-Supervised Visual Pre-Training Yuxin Fang Li Dong Hangbo Bao Xinggang Wang Furu Wei 108 88 0 07 Feb 2022
Simple Control Baselines for Evaluating Transfer Learning Andrei Atanov Shijian Xu Onur Beker Andrei Filatov Amir Zamir SSL 77 1 0 07 Feb 2022
Crafting Better Contrastive Views for Siamese Representation Learning Xiang Peng Kai Wang Zheng Hua Zhu Mang Wang Yang You SSL 95 105 0 07 Feb 2022
OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework Peng Wang An Yang Rui Men Junyang Lin Shuai Bai Zhikang Li Jianxin Ma Chang Zhou Jingren Zhou Hongxia Yang MLLM ObjD 268 884 0 07 Feb 2022
Backdoor Defense via Decoupling the Training Process Kunzhe Huang Yiming Li Baoyuan Wu Zhan Qin Kui Ren AAML FedML 71 195 0 05 Feb 2022
Zero Experience Required: Plug & Play Modular Transfer Learning for Semantic Visual Navigation Ziad Al-Halah Santhosh Kumar Ramakrishnan Kristen Grauman VLM 118 82 0 05 Feb 2022
Quality Assessment of Low Light Restored Images: A Subjective Study and an Unsupervised Model V. Kannan Sameer Malik R. Soundararajan OffRL 65 3 0 04 Feb 2022
Bootstrapped Representation Learning for Skeleton-Based Action Recognition Olivier Moliner Sangxia Huang Kalle Åström SSL 62 14 0 04 Feb 2022
Understanding The Robustness of Self-supervised Learning Through Topic Modeling Zeping Luo Shiyou Wu C. Weng Mo Zhou Rong Ge OOD SSL 82 3 0 02 Feb 2022
HCSC: Hierarchical Contrastive Selective Coding Yuanfan Guo Minghao Xu Jiawen Li Bingbing Ni Xuanyu Zhu Zhenbang Sun Yi Tian Xu 81 74 0 01 Feb 2022
Understanding Cross-Domain Few-Shot Learning Based on Domain Similarity and Few-Shot Difficulty Jaehoon Oh Sungnyun Kim Namgyu Ho Jin-Hwa Kim Hwanjun Song Se-Young Yun 67 38 0 01 Feb 2022
StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets Axel Sauer Katja Schwarz Andreas Geiger 290 514 0 01 Feb 2022
Learning to Hash Naturally Sorts Jiaguo Yu Yuming Shen Menghan Wang Haofeng Zhang Philip Torr SSL 81 19 0 31 Jan 2022
Adversarial Masking for Self-Supervised Learning Yuge Shi N. Siddharth Philip Torr Adam R. Kosiorek SSL 166 87 0 31 Jan 2022
Plug-In Inversion: Model-Agnostic Inversion for Vision with Data Augmentations Amin Ghiasi Hamid Kazemi Steven Reich Chen Zhu Micah Goldblum Tom Goldstein 88 16 0 31 Jan 2022
A Simple Information-Based Approach to Unsupervised Domain-Adaptive Aspect-Based Sentiment Analysis Xiang Chen Xiaojun Wan 57 3 0 29 Jan 2022
You Only Cut Once: Boosting Data Augmentation with a Single Cut Junlin Han Pengfei Fang Weihong Li Jie Hong M. Armin Ian Reid L. Petersson Hongdong Li 117 28 0 28 Jan 2022
Ranking Info Noise Contrastive Estimation: Boosting Contrastive Learning via Ranked Positives David T. Hoffmann Nadine Behrmann Juergen Gall Thomas Brox M. Noroozi 72 43 0 27 Jan 2022
SSLGuard: A Watermarking Scheme for Self-supervised Learning Pre-trained Encoders Tianshuo Cong Xinlei He Yang Zhang 96 55 0 27 Jan 2022
Contrastive Embedding Distribution Refinement and Entropy-Aware Attention for 3D Point Cloud Classification Feng Yang Yichao Cao Qifan Xue Shuai Jin Xuanpeng Li Weigong Zhang 3DPC 51 4 0 27 Jan 2022
Training Vision Transformers with Only 2040 Images Yunhao Cao Hao Yu Jianxin Wu ViT 178 44 0 26 Jan 2022
Visual Representation Learning with Self-Supervised Attention for Low-Label High-data Regime Prarthana Bhattacharyya Chenge Li Xiaonan Zhao István Fehérvári Jason Sun ViT 68 2 0 22 Jan 2022
Contrastive and Selective Hidden Embeddings for Medical Image Segmentation Zhuowei Li Zihao Liu Zhiqiang Hu Qing Xia Ruiqin Xiong Shaoting Zhang Dimitris N. Metaxas Tingting Jiang SSL 76 8 0 21 Jan 2022
VIPriors 2: Visual Inductive Priors for Data-Efficient Deep Learning Challenges A. Lengyel Robert-Jan Bruintjes Marcos Baptista-Rios O. Kayhan Davide Zambrano Nergis Tomen Jan van Gemert VLM 78 11 0 21 Jan 2022
Watermarking Pre-trained Encoders in Contrastive Learning Yutong Wu Han Qiu Tianwei Zhang L. Jiwei M. Qiu 79 11 0 20 Jan 2022
Deep Unsupervised Contrastive Hashing for Large-Scale Cross-Modal Text-Image Retrieval in Remote Sensing Georgii Mikriukov Mahdyar Ravanbakhsh Begüm Demir 76 41 0 20 Jan 2022
Self-supervised Video Representation Learning with Cascade Positive Retrieval Cheng-En Wu Farley Lai Yujie Hu Asim Kadav SSL AI4TS 78 3 0 20 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 66 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 121 133 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 94 25 0 18 Jan 2022
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 216 93 0 17 Jan 2022
Contrastive Regularization for Semi-Supervised Learning Doyup Lee Sungwoong Kim Ildoo Kim Yeongjae Cheon Minsu Cho Wook-Shin Han SSL 61 41 0 17 Jan 2022
Self-Supervision and Multi-Task Learning: Challenges in Fine-Grained COVID-19 Multi-Class Classification from Chest X-rays Muhammad Ridzuan A. Bawazir Ivo Gollini Navarette Ibrahim Almakky Mohammad Yaqub SSL 104 7 0 16 Jan 2022
SNCSE: Contrastive Learning for Unsupervised Sentence Embedding with Soft Negative Samples Hao Wang Yangguang Li Zhen Huang Yong Dou Lingpeng Kong Jing Shao SSL 70 56 0 16 Jan 2022
Semantic decoupled representation learning for remote sensing image change detection Hao Chen Y. Zao Liqin Liu Songhang Chen Zhenwei Shi 66 9 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 63 20 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 179 83 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 145 107 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 66 72 0 12 Jan 2022
Supervised Contrastive Learning for Recommendation Chun Yang 71 40 0 10 Jan 2022
Sound and Visual Representation Learning with Multiple Pretraining Tasks A. Vasudevan Dengxin Dai Luc Van Gool SSL 85 6 0 04 Jan 2022
Representation Learning via Consistent Assignment of Views to Clusters T. Silva Adín Ramirez Rivera SSL 57 10 0 31 Dec 2021
Self Reward Design with Fine-grained Interpretability Erico Tjoa G. Cuntai 48 1 0 30 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 108 41 0 30 Dec 2021