Neighborhood Contrastive Learning for Novel Class Discovery

20 June 2021

Zhiming Luo

Papers citing "Neighborhood Contrastive Learning for Novel Class Discovery"

29 / 29 papers shown

Title
Deep Active Learning in the Open World Tian Xie Jifan Zhang Haoyue Bai R. Nowak VLM 308 1 0 10 Nov 2024
Composing Novel Classes: A Concept-Driven Approach to Generalized Category Discovery Chuyu Zhang Peiyan Gu Xueyang Yu Xuming He 147 0 0 17 Oct 2024
HiLo: A Learning Framework for Generalized Category Discovery Robust to Domain Shifts Hongjun Wang S. Vaze Kai Han 112 4 0 08 Aug 2024
A Generic Method for Fine-grained Category Discovery in Natural Language Texts Chang Tian Matthew B. Blaschko Wenpeng Yin Mingzhe Xing Yinliang Yue Marie-Francine Moens 102 2 0 18 Jun 2024
Contrastive Learning with Hard Negative Samples Joshua Robinson Ching-Yao Chuang S. Sra Stefanie Jegelka SSL 109 768 0 09 Oct 2020
Hard Negative Mixing for Contrastive Learning Yannis Kalantidis Mert Bulent Sariyildiz Noé Pion Philippe Weinzaepfel Diane Larlus SSL 83 634 0 02 Oct 2020
LSD-C: Linearly Separable Deep Clusters Sylvestre-Alvise Rebuffi Sébastien Ehrhardt Kai Han Andrea Vedaldi Andrew Zisserman 36 24 0 17 Jun 2020
SCAN: Learning to Classify Images without Labels Wouter Van Gansbeke Simon Vandenhende Stamatios Georgoulis Marc Proesmans Luc Van Gool VLM SSL 77 533 0 25 May 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 116 4,476 0 23 Apr 2020
Automatically Discovering and Learning New Visual Categories with Ranking Statistics Kai Han Sylvestre-Alvise Rebuffi Sébastien Ehrhardt Andrea Vedaldi Andrew Zisserman SSL 29 180 0 13 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 186 18,523 0 13 Feb 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 94 11,959 0 13 Nov 2019
Learning to Discover Novel Visual Categories via Deep Transfer Clustering Kai Han Andrea Vedaldi Andrew Zisserman SSL 68 295 0 26 Aug 2019
Contrastive Multiview Coding Yonglong Tian Dilip Krishnan Phillip Isola SSL 129 2,385 0 13 Jun 2019
Learning Representations by Maximizing Mutual Information Across Views Philip Bachman R. Devon Hjelm William Buchwalter SSL 151 1,463 0 03 Jun 2019
MixMatch: A Holistic Approach to Semi-Supervised Learning David Berthelot Nicholas Carlini Ian Goodfellow Nicolas Papernot Avital Oliver Colin Raffel 118 3,009 0 06 May 2019
A critical analysis of self-supervision, or what we can learn from a single image Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 49 146 0 30 Apr 2019
Local Aggregation for Unsupervised Learning of Visual Embeddings Chengxu Zhuang Alex Zhai Daniel L. K. Yamins SSL 71 444 0 29 Mar 2019
Multi-class Classification without Multi-class Labels Yen-Chang Hsu Zhaoyang Lv Joel Schlosser Phillip Odom Z. Kira 38 164 0 02 Jan 2019
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination Zhirong Wu Yuanjun Xiong Stella X. Yu Dahua Lin SSL 143 3,437 0 05 May 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 187 3,272 0 21 Mar 2018
Learning to cluster in order to transfer across domains and tasks Yen-Chang Hsu Zhaoyang Lv Z. Kira OOD 66 216 0 28 Nov 2017
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 231 9,687 0 25 Oct 2017
Deep Clustering via Joint Convolutional Autoencoder Embedding and Relative Entropy Minimization Kamran Ghasedi Dizaji Amirhossein Herandi Cheng Deng Weidong (Tom) Cai Heng-Chiao Huang 25 519 0 20 Apr 2017
Towards K-means-friendly Spaces: Simultaneous Deep Learning and Clustering Bo Yang Xiao Fu N. Sidiropoulos Mingyi Hong DRL 40 868 0 15 Oct 2016
CliqueCNN: Deep Unsupervised Exemplar Learning Miguel Angel Bautista A. Sanakoyeu Ekaterina Tikhoncheva Bjorn Ommer SSL 36 113 0 31 Aug 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.3K 192,638 0 10 Dec 2015
Unsupervised Deep Embedding for Clustering Analysis Junyuan Xie Ross B. Girshick Ali Farhadi SSL 62 2,844 0 19 Nov 2015
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 822 99,991 0 04 Sep 2014