Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination

5 May 2018

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

50 / 1,921 papers shown

Title
Training GANs with Stronger Augmentations via Contrastive Discriminator Jongheon Jeong Jinwoo Shin 30 65 0 17 Mar 2021
SPICE: Semantic Pseudo-labeling for Image Clustering Chuang Niu Hongming Shan Ge Wang VLM 35 145 0 17 Mar 2021
Margin Preserving Self-paced Contrastive Learning Towards Domain Adaptation for Medical Image Segmentation Zhizhe Liu Zhenfeng Zhu Shuai Zheng Yang Liu Jiayu Zhou Yao Zhao CLL 28 50 0 15 Mar 2021
Sample-efficient Reinforcement Learning Representation Learning with Curiosity Contrastive Forward Dynamics Model Thanh Nguyen Tung M. Luu Thang Vu Chang D. Yoo 23 17 0 15 Mar 2021
Monocular Quasi-Dense 3D Object Tracking Hou-Ning Hu Yung-Hsu Yang Tobias Fischer Trevor Darrell Feng Yu Min Sun 3DPC 28 115 0 12 Mar 2021
Continual Semantic Segmentation via Repulsion-Attraction of Sparse and Disentangled Latent Representations Umberto Michieli Pietro Zanuttigh CLL 43 138 0 10 Mar 2021
Multi-Pretext Attention Network for Few-shot Learning with Self-supervision Hainan Li Renshuai Tao Jun Li Haotong Qin Yifu Ding Shuo Wang Xianglong Liu SSL 27 8 0 10 Mar 2021
FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding Bo Sun Banghuai Li Shengcai Cai Ye Yuan Chi Zhang 45 370 0 10 Mar 2021
An Image-based Approach of Task-driven Driving Scene Categorization Shaochi Hu Hanwei Fan Biao Gao Xijun Zhao Huijing Zhao 16 0 0 10 Mar 2021
VideoMoCo: Contrastive Video Representation Learning with Temporally Adversarial Examples Tian Pan Yibing Song Tianyu Yang Wenhao Jiang Wei Liu 33 222 0 10 Mar 2021
Learning a Domain-Agnostic Visual Representation for Autonomous Driving via Contrastive Loss D. Shim H. J. Kim 16 3 0 10 Mar 2021
SimTriplet: Simple Triplet Representation Learning with a Single GPU Quan Liu Peter C. Louis Yuzhe Lu Aadarsh Jha Mengyang Zhao ... Joseph T. Roland Haichun Yang Shilin Zhao L. Wheless Yuankai Huo 26 36 0 09 Mar 2021
Doubly Contrastive Deep Clustering Zhiyuan Dang Cheng Deng Xu Yang Heng-Chiao Huang SSL 32 15 0 09 Mar 2021
Self-supervised Regularization for Text Classification Meng Zhou Zechen Li P. Xie 26 16 0 09 Mar 2021
Deeply Unsupervised Patch Re-Identification for Pre-training Object Detectors Jian Ding Enze Xie Hang Xu Chenhan Jiang Zhenguo Li Ping Luo Guisong Xia 28 16 0 08 Mar 2021
What If We Only Use Real Datasets for Scene Text Recognition? Toward Scene Text Recognition With Fewer Labels Jeonghun Baek Yusuke Matsui Kiyoharu Aizawa 41 89 0 07 Mar 2021
Set Representation Learning with Generalized Sliced-Wasserstein Embeddings Navid Naderializadeh Soheil Kolouri Joseph F. Comer Reed W. Andrews Heiko Hoffmann 24 6 0 05 Mar 2021
Fine-Grained Off-Road Semantic Segmentation and Mapping via Contrastive Learning Biao Gao Shaochi Hu Xijun Zhao Huijing Zhao 34 27 0 05 Mar 2021
CoDeGAN: Contrastive Disentanglement for Generative Adversarial Network Lili Pan Peijun Tang Zhiyong Chen Zenglin Xu GAN DRL 18 6 0 05 Mar 2021
Contrastive Learning Meets Transfer Learning: A Case Study In Medical Image Analysis Yuzhe Lu Aadarsh Jha Yuankai Huo MedIm 24 4 0 04 Mar 2021
SSTN: Self-Supervised Domain Adaptation Thermal Object Detection for Autonomous Driving Farzeen Munir Shoaib Azam M. Jeon ViT 36 37 0 04 Mar 2021
Self-supervised deep convolutional neural network for chest X-ray classification Matej Gazda J. Gazda J. Plávka P. Drotár SSL 37 54 0 04 Mar 2021
Deep Clustering by Semantic Contrastive Learning Jiabo Huang S. Gong 30 15 0 03 Mar 2021
Self-supervised Pretraining of Visual Features in the Wild Priya Goyal Mathilde Caron Benjamin Lefaudeux Min Xu Pengchao Wang ... Mannat Singh Vitaliy Liptchinsky Ishan Misra Armand Joulin Piotr Bojanowski VLM SSL 27 272 0 02 Mar 2021
Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning Mamshad Nayeem Rizve Salman Khan Fahad Shahbaz Khan M. Shah 41 109 0 01 Mar 2021
Panoramic Panoptic Segmentation: Towards Complete Surrounding Understanding via Unsupervised Contrastive Learning A. Jaus Kailun Yang Rainer Stiefelhagen 47 36 0 01 Mar 2021
Self-Tuning for Data-Efficient Deep Learning Ximei Wang Jing Gao Mingsheng Long Jianmin Wang BDL 30 70 0 25 Feb 2021
Reinforcement Learning with Prototypical Representations Denis Yarats Rob Fergus A. Lazaric Lerrel Pinto SSL 31 218 0 22 Feb 2021
Provably Improved Context-Based Offline Meta-RL with Attention and Contrastive Learning Lanqing Li Yuanhao Huang Mingzhe Chen Siteng Luo Dijun Luo Junzhou Huang OffRL 13 3 0 22 Feb 2021
MedAug: Contrastive learning leveraging patient metadata improves representations for chest X-ray interpretation Yen Nhi Truong Vu Richard Wang N. Balachandar Can Liu A. Ng Pranav Rajpurkar 21 82 0 21 Feb 2021
Rethinking Content and Style: Exploring Bias for Unsupervised Disentanglement Xuanchi Ren Tao Yang Yuwang Wang Wenjun Zeng CoGe DRL 33 7 0 21 Feb 2021
Learning Disentangled Representation by Exploiting Pretrained Generative Models: A Contrastive Learning View Xuanchi Ren Tao Yang Yuwang Wang W. Zeng CoGe OCL DRL 38 37 0 21 Feb 2021
Contrastive Learning Inverts the Data Generating Process Roland S. Zimmermann Yash Sharma Steffen Schneider Matthias Bethge Wieland Brendel SSL 238 211 0 17 Feb 2021
Instance Localization for Self-supervised Detection Pretraining Ceyuan Yang Zhirong Wu Bolei Zhou Stephen Lin ViT SSL 100 147 0 16 Feb 2021
Understanding Negative Samples in Instance Discriminative Self-supervised Representation Learning Kento Nozawa Issei Sato SSL 22 43 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 79 64 0 12 Feb 2021
Semantically-Conditioned Negative Samples for Efficient Contrastive Learning J. Ó. Neill Danushka Bollegala 39 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 25 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 41 317 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 24 12 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 23 5 0 08 Feb 2021
Quantifying and Mitigating Privacy Risks of Contrastive Learning Xinlei He Yang Zhang 21 51 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 33 96 0 04 Feb 2021
NeMo: Neural Mesh Models of Contrastive Features for Robust 3D Pose Estimation Angtian Wang Adam Kortylewski Alan Yuille 3DH 18 47 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 24 473 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 21 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 44 493 0 26 Jan 2021
Improving Few-Shot Learning with Auxiliary Self-Supervised Pretext Tasks N. Simard Guillaume Lagrange SSL 21 5 0 24 Jan 2021
Self-Adaptive Training: Bridging Supervised and Self-Supervised Learning Lang Huang Chaoning Zhang Hongyang R. Zhang SSL 36 24 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 41 119 0 21 Jan 2021