Neighborhood Contrastive Learning for Novel Class Discovery

20 June 2021

Zhiming Luo

Papers citing "Neighborhood Contrastive Learning for Novel Class Discovery"

38 / 38 papers shown

Title
ProtoGCD: Unified and Unbiased Prototype Learning for Generalized Category Discovery Shijie Ma Fei Zhu Xu-Yao Zhang Cheng-Lin Liu 29 1 0 02 Apr 2025
When Domain Generalization meets Generalized Category Discovery: An Adaptive Task-Arithmetic Driven Approach Vaibhav Rathore S. Bagchi Saikat Dutta Sarthak Mehrotra Zsolt Kira Biplab Banerjee OOD 76 1 0 19 Mar 2025
Deep Active Learning in the Open World Tian Xie Jifan Zhang Haoyue Bai R. Nowak VLM 137 1 0 10 Nov 2024
Composing Novel Classes: A Concept-Driven Approach to Generalized Category Discovery Chuyu Zhang Peiyan Gu Xueyang Yu Xuming He 25 0 0 17 Oct 2024
Happy: A Debiased Learning Framework for Continual Generalized Category Discovery Shijie Ma Fei Zhu Zhun Zhong Wenzhuo Liu Xu-Yao Zhang Cheng-Lin Liu CLL 39 6 0 09 Oct 2024
HiLo: A Learning Framework for Generalized Category Discovery Robust to Domain Shifts Hongjun Wang S. Vaze Kai Han 72 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 38 2 0 18 Jun 2024
Memory Consistency Guided Divide-and-Conquer Learning for Generalized Category Discovery Yuanpeng Tu Zhun Zhong Yuxi Li Hengshuang Zhao 38 0 0 24 Jan 2024
Generalized Category Discovery with Large Language Models in the Loop Wenbin An Wenkai Shi Feng Tian Haonan Lin Qianying Wang ... Mingxiang Cai Luyan Wang Yan Chen Haiping Zhu Ping Chen 27 10 0 18 Dec 2023
No Representation Rules Them All in Category Discovery S. Vaze Andrea Vedaldi Andrew Zisserman OOD 34 31 0 28 Nov 2023
A Practical Approach to Novel Class Discovery in Tabular Data Colin Troisemaine Alexandre Reiffers Stéphane Gosselin Vincent Lemaire Sandrine Vaton 30 1 0 09 Nov 2023
Learn to Categorize or Categorize to Learn? Self-Coding for Generalized Category Discovery Sarah Rastegar Hazel Doughty Cees G. M. Snoek 28 15 0 30 Oct 2023
Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery Grzegorz Rype'sć Daniel Marczak Sebastian Cygert Tomasz Trzciñski Bartlomiej Twardowski VLM CLL 28 2 0 23 Aug 2023
Novel Class Discovery for Long-tailed Recognition Zhang Chuyu Rui Xu Xuming He 27 15 0 06 Aug 2023
CLIP-GCD: Simple Language Guided Generalized Category Discovery Rabah Ouldnoughi Chia-Wen Kuo Z. Kira VLM 18 14 0 17 May 2023
Learning Semi-supervised Gaussian Mixture Models for Generalized Category Discovery Bingchen Zhao Xin Wen Kai Han 33 46 0 10 May 2023
CiPR: An Efficient Framework with Cross-instance Positive Relations for Generalized Category Discovery Shaozhe Hao Kai Han Kwan-Yee Kenneth Wong 34 16 0 14 Apr 2023
Large-scale Pre-trained Models are Surprisingly Strong in Incremental Novel Class Discovery Mingxuan Liu Subhankar Roy Zhun Zhong N. Sebe Elisa Ricci CLL SSL 32 10 0 28 Mar 2023
Novel Class Discovery: an Introduction and Key Concepts Colin Troisemaine V. Lemaire Stéphane Gosselin Alexandre Reiffers-Masson Joachim Flocon-Cholet Sandrine Vaton 29 21 0 22 Feb 2023
Contrast and Clustering: Learning Neighborhood Pair Representation for Source-free Domain Adaptation Yuqi Chen Xiangbin Zhu Yonggang Li Yingjian Li H. Fang SSL 13 3 0 31 Jan 2023
Parametric Classification for Generalized Category Discovery: A Baseline Study Xin Wen Bingchen Zhao Xiaojuan Qi 32 67 0 21 Nov 2022
Learning to Discover and Detect Objects V. Fomenko Ismail Elezi Deva Ramanan Laura Leal-Taixé Aljosa Osep ObjD 31 10 0 19 Oct 2022
Fine-grained Category Discovery under Coarse-grained supervision with Hierarchical Weighted Self-contrastive Learning Wenbin An Feng Tian Ping Chen Siliang Tang Qinghua Zheng Qianying Wang 23 17 0 14 Oct 2022
Grow and Merge: A Unified Framework for Continuous Categories Discovery Xinwei Zhang Jianwen Jiang Yutong Feng Zhi-Fan Wu Xibin Zhao Hai Wan Mingqian Tang Rong Jin Yue Gao CLL 36 29 0 09 Oct 2022
Modeling Inter-Class and Intra-Class Constraints in Novel Class Discovery Wenbin Li Zhichen Fan Jing Huo Yang Gao 30 22 0 07 Oct 2022
A Closer Look at Novel Class Discovery from the Labeled Set Ziyun Li Jona Otholt Ben Dai Diane Hu Christoph Meinel Haojin Yang BDL 15 12 0 19 Sep 2022
OpenCon: Open-world Contrastive Learning Yiyou Sun Yixuan Li VLM SSL DRL 42 39 0 04 Aug 2022
Novel Class Discovery without Forgetting K. J. Joseph S. Paul Gaurav Aggarwal Soma Biswas Piyush Rai Kai Han V. Balasubramanian CLL 31 43 0 21 Jul 2022
Class-incremental Novel Class Discovery Subhankar Roy Mingxuan Liu Zhun Zhong N. Sebe Elisa Ricci CLL 28 43 0 18 Jul 2022
OpenLDN: Learning to Discover Novel Classes for Open-World Semi-Supervised Learning Mamshad Nayeem Rizve Navid Kardan Salman Khan F. Khan M. Shah 27 49 0 05 Jul 2022
Mutual Information-guided Knowledge Transfer for Novel Class Discovery Chuyu Zhang Chuanyan Hu Ruijie Xu Zhitong Gao Qian He Xuming He 15 4 0 24 Jun 2022
Universum-inspired Supervised Contrastive Learning Aiyang Han Chuanxing Geng Songcan Chen SSL 21 3 0 22 Apr 2022
Generalized Category Discovery S. Vaze Kai Han Andrea Vedaldi Andrew Zisserman 19 188 0 07 Jan 2022
Multi-Centroid Representation Network for Domain Adaptive Person Re-ID Yuhang Wu Tengteng Huang Haotian Yao Chi Zhang Yuanjie Shao Chuchu Han Changxin Gao Nong Sang 14 55 0 22 Dec 2021
Novel Class Discovery in Semantic Segmentation Yuyang Zhao Zhun Zhong N. Sebe G. Lee 19 27 0 03 Dec 2021
Probabilistic Contrastive Learning for Domain Adaptation Junjie Li Yixin Zhang Zilei Wang Saihui Hou Keyu Tu Man Zhang 28 14 0 11 Nov 2021
Novel Visual Category Discovery with Dual Ranking Statistics and Mutual Knowledge Distillation Bingchen Zhao Kai Han 15 106 0 07 Jul 2021
Joint Representation Learning and Novel Category Discovery on Single- and Multi-modal Data Xu Jia Kai Han Yukun Zhu Bradley Green 147 57 0 26 Apr 2021