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
Simple Distillation Baselines for Improving Small Self-supervised Models Jindong Gu Wei Liu Yonglong Tian 27 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 31 144 0 21 Jun 2021
CIL: Contrastive Instance Learning Framework for Distantly Supervised Relation Extraction Tao Chen Haizhou Shi Siliang Tang Zhigang Chen Fei Wu Yueting Zhuang 19 54 0 21 Jun 2021
Neighborhood Contrastive Learning for Novel Class Discovery Zhun Zhong Enrico Fini Subhankar Roy Zhiming Luo Elisa Ricci N. Sebe 22 142 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 27 114 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 19 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 21 108 0 17 Jun 2021
MaCLR: Motion-aware Contrastive Learning of Representations for Videos Fanyi Xiao Joseph Tighe Davide Modolo SSL 24 13 0 17 Jun 2021
Poisoning and Backdooring Contrastive Learning Nicholas Carlini Andreas Terzis 46 158 0 17 Jun 2021
Unsupervised Path Representation Learning with Curriculum Negative Sampling Sean Bin Yang Chenjuan Guo Jilin Hu Jiangtao Tang Bin Yang SSL 24 48 0 17 Jun 2021
An Evaluation of Self-Supervised Pre-Training for Skin-Lesion Analysis Levy G. Chaves Alceu Bissoto Eduardo Valle Sandra Avila 32 15 0 17 Jun 2021
$C^3$ : Compositional Counterfactual Contrastive Learning for Video-grounded Dialogues Hung Le Nancy F. Chen Guosheng Lin 27 2 0 16 Jun 2021
BEiT: BERT Pre-Training of Image Transformers Hangbo Bao Li Dong Songhao Piao Furu Wei ViT 68 2,751 0 15 Jun 2021
Cluster-guided Asymmetric Contrastive Learning for Unsupervised Person Re-Identification Mingkun Li Chun-Guang Li Jun Guo SSL 34 70 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 53 222 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 58 818 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 23 7 0 13 Jun 2021
Robust Representation Learning via Perceptual Similarity Metrics Saeid Asgari Taghanaki Kristy Choi Amir Khasahmadi Anirudh Goyal SSL 18 30 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 21 29 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 35 96 0 11 Jun 2021
Revisiting Contrastive Methods for Unsupervised Learning of Visual Representations Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis Luc Van Gool SSL 25 65 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 45 163 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 16 5 0 10 Jun 2021
Fairness-Aware Node Representation Learning Öykü Deniz Köse Yanning Shen 32 22 0 09 Jun 2021
Generative Models as a Data Source for Multiview Representation Learning Ali Jahanian Xavier Puig Yonglong Tian Phillip Isola 38 125 0 09 Jun 2021
I Don't Need u: Identifiable Non-Linear ICA Without Side Information M. Willetts Brooks Paige CML OOD 18 23 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 30 49 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 30 304 0 08 Jun 2021
Data-Efficient Instance Generation from Instance Discrimination Ceyuan Yang Yujun Shen Yinghao Xu Bolei Zhou 33 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 33 115 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 24 302 0 08 Jun 2021
Multi-dataset Pretraining: A Unified Model for Semantic Segmentation Bowen Shi Xiaopeng Zhang Haohang Xu Wenrui Dai Junni Zou H. Xiong Qi Tian 17 7 0 08 Jun 2021
Self-Supervised Graph Learning with Proximity-based Views and Channel Contrast Wei Zhuo Guang Tan SSL 19 0 0 07 Jun 2021
Incremental False Negative Detection for Contrastive Learning Tsai-Shien Chen Wei-Chih Hung Hung-Yu Tseng Shao-Yi Chien Ming-Hsuan Yang SSL CLL 18 61 0 07 Jun 2021
Understand and Improve Contrastive Learning Methods for Visual Representation: A Review Ran Liu SSL 29 12 0 06 Jun 2021
Combinatorial Optimization for Panoptic Segmentation: A Fully Differentiable Approach Ahmed Abbas Paul Swoboda 32 14 0 06 Jun 2021
Large-scale Unsupervised Semantic Segmentation Shangqi Gao Zhong-Yu Li Ming-Hsuan Yang Mingg-Ming Cheng Junwei Han Philip Torr UQCV 50 84 0 06 Jun 2021
MoCL: Data-driven Molecular Fingerprint via Knowledge-aware Contrastive Learning from Molecular Graph Mengying Sun Jing Xing Huijun Wang Bin Chen Jiayu Zhou 24 115 0 05 Jun 2021
Category Contrast for Unsupervised Domain Adaptation in Visual Tasks Jiaxing Huang Dayan Guan Aoran Xiao Shijian Lu Ling Shao CML 40 128 0 05 Jun 2021
Visual communication of object concepts at different levels of abstraction Justin Yang Judith E. Fan 11 13 0 05 Jun 2021
Aligning Pretraining for Detection via Object-Level Contrastive Learning Fangyun Wei Yue Gao Zhirong Wu Han Hu Stephen Lin ObjD 30 144 0 04 Jun 2021
You Never Cluster Alone Yuming Shen Ziyi Shen Menghan Wang Jie Qin Philip Torr Ling Shao SSL 23 43 0 03 Jun 2021
SAINT: Improved Neural Networks for Tabular Data via Row Attention and Contrastive Pre-Training Gowthami Somepalli Micah Goldblum Avi Schwarzschild C. Bayan Bruss Tom Goldstein LMTD 26 309 0 02 Jun 2021
Exploring the Diversity and Invariance in Yourself for Visual Pre-Training Task Longhui Wei Lingxi Xie Wen-gang Zhou Houqiang Li Qi Tian SSL 27 3 0 01 Jun 2021
Clustering-friendly Representation Learning via Instance Discrimination and Feature Decorrelation Yaling Tao Kentaro Takagi Kouta Nakata 17 92 0 31 May 2021
CLEVE: Contrastive Pre-training for Event Extraction Ziqi Wang Xiaozhi Wang Xu Han Yankai Lin Lei Hou Zhiyuan Liu Peng Li Juan-Zi Li Jie Zhou 37 116 0 30 May 2021
What Is Considered Complete for Visual Recognition? Lingxi Xie Xiaopeng Zhang Longhui Wei Jianlong Chang Qi Tian VLM 28 4 0 28 May 2021
Unsupervised Action Segmentation by Joint Representation Learning and Online Clustering Sateesh Kumar S. Haresh Awais Ahmed Andrey Konin M. Zia Quoc-Huy Tran SSL 27 47 0 27 May 2021
Self-Ensembling Contrastive Learning for Semi-Supervised Medical Image Segmentation Jin-Peng Xiang Zhuowei Li Wenji Wang Qing Xia Shaoting Zhang SSL 22 14 0 27 May 2021
Unsupervised Visual Representation Learning by Online Constrained K-Means Qi Qian Yuanhong Xu Juhua Hu Hao Li Rong Jin CML SSL 20 33 0 24 May 2021