Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination

5 May 2018

Papers citing "Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination"

50 / 1,940 papers shown

Title
Learning Disentangled Representation by Exploiting Pretrained Generative Models: A Contrastive Learning View Xuanchi Ren Tao Yang Yuwang Wang W. Zeng CoGe OCL DRL 105 40 0 21 Feb 2021
Contrastive Learning Inverts the Data Generating Process Roland S. Zimmermann Yash Sharma Steffen Schneider Matthias Bethge Wieland Brendel SSL 378 223 0 17 Feb 2021
Instance Localization for Self-supervised Detection Pretraining Ceyuan Yang Zhirong Wu Bolei Zhou Stephen Lin ViT SSL 172 149 0 16 Feb 2021
Understanding Negative Samples in Instance Discriminative Self-supervised Representation Learning Kento Nozawa Issei Sato SSL 132 46 0 13 Feb 2021
Unleashing the Power of Contrastive Self-Supervised Visual Models via Contrast-Regularized Fine-Tuning Yifan Zhang Bryan Hooi Dapeng Hu Jian Liang Jiashi Feng 129 64 0 12 Feb 2021
Semantically-Conditioned Negative Samples for Efficient Contrastive Learning J. Ó. Neill Danushka Bollegala 62 6 0 12 Feb 2021
Train a One-Million-Way Instance Classifier for Unsupervised Visual Representation Learning Yu Liu Lianghua Huang Pan Pan Bin Wang Yinghui Xu Rong Jin SSL 67 3 0 09 Feb 2021
DetCo: Unsupervised Contrastive Learning for Object Detection Enze Xie Jian Ding Wenhai Wang Xiaohang Zhan Hang Xu Peize Sun Zhenguo Li Ping Luo 101 325 0 09 Feb 2021
TraND: Transferable Neighborhood Discovery for Unsupervised Cross-domain Gait Recognition Jinkai Zheng Xinchen Liu C. Yan Jiyong Zhang Wu Liu Xiaoping Zhang Tao Mei CVBM 68 13 0 09 Feb 2021
Improving memory banks for unsupervised learning with large mini-batch, consistency and hard negative mining Adrian Bulat Enrique Sánchez-Lozano Georgios Tzimiropoulos 75 5 0 08 Feb 2021
Quantifying and Mitigating Privacy Risks of Contrastive Learning Xinlei He Yang Zhang 83 53 0 08 Feb 2021
Semi-Supervised Action Recognition with Temporal Contrastive Learning Ankit Singh Omprakash Chakraborty Ashutosh Varshney Yikang Shen Rogerio Feris Kate Saenko Abir Das 82 99 0 04 Feb 2021
NeMo: Neural Mesh Models of Contrastive Features for Robust 3D Pose Estimation Angtian Wang Adam Kortylewski Alan Yuille 3DH 66 49 0 29 Jan 2021
Exploring Cross-Image Pixel Contrast for Semantic Segmentation Wenguan Wang Tianfei Zhou Feng Yu Jifeng Dai E. Konukoglu Luc Van Gool 198 485 0 28 Jan 2021
Supervised Momentum Contrastive Learning for Few-Shot Classification Orchid Majumder Avinash Ravichandran Subhransu Maji Alessandro Achille M. Polito Stefano Soatto SSL 100 12 0 26 Jan 2021
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation Pan Zhang Bo Zhang Ting Zhang Dong Chen Yong Wang Fang Wen 182 499 0 26 Jan 2021
Improving Few-Shot Learning with Auxiliary Self-Supervised Pretext Tasks N. Simard Guillaume Lagrange SSL 39 5 0 24 Jan 2021
Self-Adaptive Training: Bridging Supervised and Self-Supervised Learning Lang Huang Chaoning Zhang Hongyang R. Zhang SSL 101 25 0 21 Jan 2021
Exponential Moving Average Normalization for Self-supervised and Semi-supervised Learning Zhaowei Cai Avinash Ravichandran Subhransu Maji Charless C. Fowlkes Zhuowen Tu Stefano Soatto 134 120 0 21 Jan 2021
Momentum^2 Teacher: Momentum Teacher with Momentum Statistics for Self-Supervised Learning Zeming Li Songtao Liu Jian Sun 113 16 0 19 Jan 2021
Unsupervised Noisy Tracklet Person Re-identification Minxian Li Xiatian Zhu S. Gong 106 1 0 16 Jan 2021
Big Self-Supervised Models Advance Medical Image Classification Shekoofeh Azizi Basil Mustafa Fiona Ryan Zach Beaver Jan Freyberg ... Alan Karthikesalingam Simon Kornblith Ting-Li Chen Vivek Natarajan Mohammad Norouzi SSL 121 522 0 13 Jan 2021
Learning to Anticipate Egocentric Actions by Imagination Yu Wu Linchao Zhu Xiaohan Wang Yi Yang Leilei Gan EgoV 157 69 0 13 Jan 2021
SEED: Self-supervised Distillation For Visual Representation Zhiyuan Fang Jianfeng Wang Lijuan Wang Lei Zhang Yezhou Yang Zicheng Liu SSL 334 196 0 12 Jan 2021
Cross-Modal Contrastive Learning for Text-to-Image Generation Han Zhang Jing Yu Koh Jason Baldridge Honglak Lee Yinfei Yang GAN 183 364 0 12 Jan 2021
Self-Supervised Pretraining of 3D Features on any Point-Cloud Zaiwei Zhang Rohit Girdhar Armand Joulin Ishan Misra 3DPC 222 272 0 07 Jan 2021
CLEAR: Contrastive Learning for Sentence Representation Zhuofeng Wu Sinong Wang Jiatao Gu Madian Khabsa Fei Sun Hao Ma SSL 82 324 0 31 Dec 2020
COIN: Contrastive Identifier Network for Breast Mass Diagnosis in Mammography Heyi Li Dongdong Chen W. Nailon Mike E. Davies Dave Laurenson 28 1 0 29 Dec 2020
ANL: Anti-Noise Learning for Cross-Domain Person Re-Identification Hongliang Zhang Shoudong Han Xiaofeng Pan Jun Zhao 72 1 0 27 Dec 2020
Spatial Contrastive Learning for Few-Shot Classification Yassine Ouali C´eline Hudelot Myriam Tami 59 51 0 26 Dec 2020
Few Shot Learning With No Labels Aditya Bharti V. Balasubramanian C. V. Jawahar VLM 36 3 0 26 Dec 2020
Dual-Refinement: Joint Label and Feature Refinement for Unsupervised Domain Adaptive Person Re-Identification Yongxing Dai Jun Liu Yan Bai Zekun Tong Ling-yu Duan 98 78 0 26 Dec 2020
Self-supervised Pre-training with Hard Examples Improves Visual Representations Chunyuan Li Xiujun Li Lei Zhang Baolin Peng Mingyuan Zhou Jianfeng Gao SSL 88 24 0 25 Dec 2020
P4Contrast: Contrastive Learning with Pairs of Point-Pixel Pairs for RGB-D Scene Understanding Yunze Liu Li Yi Shanghang Zhang Qingnan Fan Thomas Funkhouser Hao Dong SSL 115 60 0 24 Dec 2020
Social NCE: Contrastive Learning of Socially-aware Motion Representations Yuejiang Liu Qi Yan Alexandre Alahi 140 103 0 21 Dec 2020
Camera-aware Proxies for Unsupervised Person Re-Identification Menglin Wang Baisheng Lai Jianqiang Huang Xiaojin Gong Xiansheng Hua 89 202 0 19 Dec 2020
Leveraging Meta-path Contexts for Classification in Heterogeneous Information Networks Xiang Li Danhao Ding B. Kao Yizhou Sun N. Mamoulis 149 49 0 18 Dec 2020
Unsupervised Learning of Local Discriminative Representation for Medical Images Huai Chen Jieyu Li Renzhen Wang Yijie Huang Fanrui Meng Deyu Meng Qing Peng Lisheng Wang SSL 64 8 0 17 Dec 2020
ISD: Self-Supervised Learning by Iterative Similarity Distillation Ajinkya Tejankar Soroush Abbasi Koohpayegani Vipin Pillai Paolo Favaro Hamed Pirsiavash SSL 70 44 0 16 Dec 2020
Exploring Data-Efficient 3D Scene Understanding with Contrastive Scene Contexts Ji Hou Benjamin Graham Matthias Nießner Saining Xie 3DPC 136 273 0 16 Dec 2020
Joint Generative and Contrastive Learning for Unsupervised Person Re-identification Hao Chen Yaohui Wang Benoit Lagadec A. Dantcheva Francois Bremond GAN SSL 92 142 0 16 Dec 2020
Understanding the Behaviour of Contrastive Loss Feng Wang Huaping Liu SSL 132 697 0 15 Dec 2020
Scaling Semantic Segmentation Beyond 1K Classes on a Single GPU Shipra Jain D. Pani Martin Danelljan Luc Van Gool VLM 122 12 0 14 Dec 2020
Learning Category-level Shape Saliency via Deep Implicit Surface Networks Chaozheng Wu Lin Sun Xun Xu Kui Jia 3DPC 35 0 0 14 Dec 2020
Contrastive Learning for Label-Efficient Semantic Segmentation Xiangyu Zhao Raviteja Vemulapalli Philip Mansfield Boqing Gong Bradley Green Lior Shapira Ying Nian Wu SSL SSeg 179 177 0 13 Dec 2020
The Lottery Tickets Hypothesis for Supervised and Self-supervised Pre-training in Computer Vision Models Tianlong Chen Jonathan Frankle Shiyu Chang Sijia Liu Yang Zhang Michael Carbin Zhangyang Wang 97 123 0 12 Dec 2020
A Comprehensive Study of Deep Video Action Recognition Yi Zhu Xinyu Li Chunhui Liu Mohammadreza Zolfaghari Yuanjun Xiong Chongruo Wu Zhi-Li Zhang Joseph Tighe R. Manmatha Mu Li VLM AI4TS 129 188 0 11 Dec 2020
Context Matters: Graph-based Self-supervised Representation Learning for Medical Images Li Sun Ke Yu Kayhan Batmanghelich SSL 90 24 0 11 Dec 2020
Are Fewer Labels Possible for Few-shot Learning? Suichan Li Dongdong Chen Yinpeng Chen Lu Yuan Lefei Zhang Qi Chu Nenghai Yu SSL 63 3 0 10 Dec 2020
CASTing Your Model: Learning to Localize Improves Self-Supervised Representations Ramprasaath R. Selvaraju Karan Desai Justin Johnson Nikhil Naik SSL 101 80 0 08 Dec 2020