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
Anatomy-Constrained Contrastive Learning for Synthetic Segmentation without Ground-truth Bo Zhou Chi Liu James S. Duncan MedIm 100 18 0 12 Jul 2021
Contrast R-CNN for Continual Learning in Object Detection Kai Zheng Cen Chen CLL ObjD 81 1 0 11 Jul 2021
Categorical Relation-Preserving Contrastive Knowledge Distillation for Medical Image Classification Xiaohan Xing Yuenan Hou Han Li Yixuan Yuan Hongsheng Li Max Meng VLM 60 37 0 07 Jul 2021
SelfCF: A Simple Framework for Self-supervised Collaborative Filtering Xin Zhou Aixin Sun Yong Liu Jie Zhang Chunyan Miao SSL 92 84 0 07 Jul 2021
Neural Mixture Models with Expectation-Maximization for End-to-end Deep Clustering Dumindu Tissera Kasun Vithanage Rukshan Wijesinghe A. Xavier Sanath Jayasena Subha Fernando Ranga Rodrigo FedML 34 4 0 06 Jul 2021
Improving Text-to-Image Synthesis Using Contrastive Learning Hui Ye Xiulong Yang Martin Takáč Rajshekhar Sunderraman Shihao Ji 115 83 0 06 Jul 2021
Semi-TCL: Semi-Supervised Track Contrastive Representation Learning Wei Li Yuanjun Xiong Shuo Yang Mingze Xu Yongxin Wang Wei Xia 76 47 0 06 Jul 2021
Do Different Tracking Tasks Require Different Appearance Models? Zhongdao Wang Hengshuang Zhao Yali Li Shengjin Wang Philip Torr Luca Bertinetto 111 86 0 05 Jul 2021
Distance-based Hyperspherical Classification for Multi-source Open-Set Domain Adaptation S. Bucci Francesco Cappio Borlino Barbara Caputo Tatiana Tommasi VLM 89 15 0 05 Jul 2021
Continual Contrastive Learning for Image Classification Zhiwei Lin Yongtao Wang Hongxiang Lin SSL CLL 75 15 0 05 Jul 2021
Inter-intra Variant Dual Representations forSelf-supervised Video Recognition Lin Zhang Qi She Zhengyang Shen Changhu Wang SSL 78 9 0 02 Jul 2021
Simpler, Faster, Stronger: Breaking The log-K Curse On Contrastive Learners With FlatNCE Junya Chen Zhe Gan Xuan Li Qing Guo Liqun Chen ... Belinda Zeng Wenlian Lu Fan Li Lawrence Carin Chenyang Tao 96 28 0 02 Jul 2021
Tight Mutual Information Estimation With Contrastive Fenchel-Legendre Optimization Qing Guo Junya Chen Dong Wang Yuewei Yang Xinwei Deng Lawrence Carin Fan Li Jing-Zheng Huang Chenyang Tao 93 21 0 02 Jul 2021
Magnification-independent Histopathological Image Classification with Similarity-based Multi-scale Embeddings Yibao Sun Xingru Huang Yaqi Wang Huiyu Zhou Qianni Zhang 62 4 0 02 Jul 2021
Stabilizing Deep Q-Learning with ConvNets and Vision Transformers under Data Augmentation Nicklas Hansen H. Su Xiaolong Wang OffRL 110 137 0 01 Jul 2021
Few-Shot Electronic Health Record Coding through Graph Contrastive Learning Shanshan Wang Pengjie Ren Zhumin Chen Zhaochun Ren Huasheng Liang Qiang Yan Evangelos Kanoulas Maarten de Rijke 52 5 0 29 Jun 2021
A Theory-Driven Self-Labeling Refinement Method for Contrastive Representation Learning Pan Zhou Caiming Xiong Xiaotong Yuan Guosheng Lin SSL 61 12 0 28 Jun 2021
SRPN: similarity-based region proposal networks for nuclei and cells detection in histology images Yibao Sun Xingru Huang Huiyu Zhou Qianni Zhang 78 33 0 25 Jun 2021
Unsupervised Object-Level Representation Learning from Scene Images Jiahao Xie Xiaohang Zhan Ziwei Liu Yew-Soon Ong Chen Change Loy SSL OCL 88 77 0 22 Jun 2021
Simple Distillation Baselines for Improving Small Self-supervised Models Jindong Gu Wei Liu Yonglong Tian 66 8 0 21 Jun 2021
Interventional Video Grounding with Dual Contrastive Learning Guoshun Nan Rui Qiao Yao Xiao Jun Liu Sicong Leng H. Zhang Wei Lu 96 145 0 21 Jun 2021
CIL: Contrastive Instance Learning Framework for Distantly Supervised Relation Extraction Tao Chen Haizhou Shi Siliang Tang Zhigang Chen Leilei Gan Yueting Zhuang 61 56 0 21 Jun 2021
Neighborhood Contrastive Learning for Novel Class Discovery Zhun Zhong Enrico Fini Subhankar Roy Zhiming Luo Elisa Ricci N. Sebe 87 149 0 20 Jun 2021
Global and Local Contrastive Self-Supervised Learning for Semantic Segmentation of HR Remote Sensing Images Haifeng Li Yi Li Guo Zhang Ruoyun Liu Haozhe Huang Qing Zhu Chao Tao SSL 76 120 0 20 Jun 2021
Residual Contrastive Learning for Image Reconstruction: Learning Transferable Representations from Noisy Images Nanqing Dong Matteo Maggioni Yongxin Yang Eduardo Pérez-Pellitero A. Leonardis Jingyu Sun SSL 61 6 0 18 Jun 2021
Learning to Predict Visual Attributes in the Wild Khoi Pham Kushal Kafle Zhe Lin Zhi Ding Scott D. Cohen Q. Tran Abhinav Shrivastava 52 113 0 17 Jun 2021
MaCLR: Motion-aware Contrastive Learning of Representations for Videos Fanyi Xiao Joseph Tighe Davide Modolo SSL 68 14 0 17 Jun 2021
Poisoning and Backdooring Contrastive Learning Nicholas Carlini Andreas Terzis 68 166 0 17 Jun 2021
Unsupervised Path Representation Learning with Curriculum Negative Sampling Sean Bin Yang Chenjuan Guo Jilin Hu Jiangtao Tang Bin Yang SSL 64 52 0 17 Jun 2021
An Evaluation of Self-Supervised Pre-Training for Skin-Lesion Analysis Levy G. Chaves Alceu Bissoto Eduardo Valle Sandra Avila 88 15 0 17 Jun 2021
$C^3$ : Compositional Counterfactual Contrastive Learning for Video-grounded Dialogues Hung Le Nancy F. Chen Guosheng Lin 60 2 0 16 Jun 2021
BEiT: BERT Pre-Training of Image Transformers Hangbo Bao Li Dong Songhao Piao Furu Wei ViT 360 2,857 0 15 Jun 2021
Cluster-guided Asymmetric Contrastive Learning for Unsupervised Person Re-Identification Mingkun Li Chun-Guang Li Jun Guo SSL 89 71 0 15 Jun 2021
Partial success in closing the gap between human and machine vision Robert Geirhos Kantharaju Narayanappa Benjamin Mitzkus Tizian Thieringer Matthias Bethge Felix Wichmann Wieland Brendel VLM AAML 107 230 0 14 Jun 2021
Pre-Trained Models: Past, Present and Future Xu Han Zhengyan Zhang Ning Ding Yuxian Gu Xiao Liu ... Jie Tang Ji-Rong Wen Jinhui Yuan Wayne Xin Zhao Jun Zhu AIFin MQ AI4MH 177 863 0 14 Jun 2021
Cross-Modal Attention Consistency for Video-Audio Unsupervised Learning Shaobo Min Qi Dai Hongtao Xie Chuang Gan Yongdong Zhang Jingdong Wang SSL 59 7 0 13 Jun 2021
Robust Representation Learning via Perceptual Similarity Metrics Saeid Asgari Taghanaki Kristy Choi Amir Khasahmadi Anirudh Goyal SSL 62 29 0 11 Jun 2021
Deep Conditional Gaussian Mixture Model for Constrained Clustering Laura Manduchi Kieran Chin-Cheong H. Michel S. Wellmann Julia E. Vogt AI4CE 60 30 0 11 Jun 2021
Refining Pseudo Labels with Clustering Consensus over Generations for Unsupervised Object Re-identification Xiao Zhang Yixiao Ge Yu Qiao Hongsheng Li 79 97 0 11 Jun 2021
Revisiting Contrastive Methods for Unsupervised Learning of Visual Representations Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis Luc Van Gool SSL 150 66 0 10 Jun 2021
MST: Masked Self-Supervised Transformer for Visual Representation Zhaowen Li Zhiyang Chen Fan Yang Wei Li Yousong Zhu ... Rui Deng Liwei Wu Rui Zhao Ming Tang Jinqiao Wang ViT 98 168 0 10 Jun 2021
Progressive Stage-wise Learning for Unsupervised Feature Representation Enhancement Zefan Li Chenxi Liu Alan Yuille Bingbing Ni Wenjun Zhang Wen Gao SSL 73 5 0 10 Jun 2021
Fairness-Aware Node Representation Learning Öykü Deniz Köse Yanning Shen 58 22 0 09 Jun 2021
Generative Models as a Data Source for Multiview Representation Learning Ali Jahanian Xavier Puig Yonglong Tian Phillip Isola 99 129 0 09 Jun 2021
I Don't Need u: Identifiable Non-Linear ICA Without Side Information M. Willetts Brooks Paige CML OOD 59 25 0 09 Jun 2021
CLCC: Contrastive Learning for Color Constancy Yi-Chen Lo Chia-Che Chang Hsuan-Chao Chiu Yu-Hao Huang Chia-Ping Chen Yu-Lin Chang Kevin Jou 78 50 0 09 Jun 2021
Self-Supervised Learning with Data Augmentations Provably Isolates Content from Style Julius von Kügelgen Yash Sharma Luigi Gresele Wieland Brendel Bernhard Schölkopf M. Besserve Francesco Locatello 139 317 0 08 Jun 2021
Data-Efficient Instance Generation from Instance Discrimination Ceyuan Yang Yujun Shen Yinghao Xu Bolei Zhou 96 83 0 08 Jun 2021
DETReg: Unsupervised Pretraining with Region Priors for Object Detection Amir Bar Xin Wang Vadim Kantorov Colorado Reed Roei Herzig Gal Chechik Anna Rohrbach Trevor Darrell Amir Globerson ViT 79 118 0 08 Jun 2021
Provable Guarantees for Self-Supervised Deep Learning with Spectral Contrastive Loss Jeff Z. HaoChen Colin Wei Adrien Gaidon Tengyu Ma SSL 103 322 0 08 Jun 2021