MetaGCD: Learning to Continually Learn in Generalized Category Discovery

21 August 2023

Papers citing "MetaGCD: Learning to Continually Learn in Generalized Category Discovery"

27 / 27 papers shown

Title
Proxy-Anchor and EVT-Driven Continual Learning Method for Generalized Category Discovery Alireza Fathalizadeh Roozbeh Razavi-Far CLL 36 0 0 11 Apr 2025
MOS: Modeling Object-Scene Associations in Generalized Category Discovery Zhengyuan Peng Jinpeng Ma Zhimin Sun Ran Yi Haichuan Song Xin Tan Lizhuang Ma 56 0 0 15 Mar 2025
Freeze and Cluster: A Simple Baseline for Rehearsal-Free Continual Category Discovery Chuyu Zhang Xueyang Yu Peiyan Gu Xuming He CLL 83 0 0 12 Mar 2025
Towards Robust Incremental Learning under Ambiguous Supervision Rui Wang Mingxuan Xia Chang Yao Lei Feng Junbo Zhao Gang Chen Haobo Wang CLL 138 0 0 23 Jan 2025
DocTTT: Test-Time Training for Handwritten Document Recognition Using Meta-Auxiliary Learning Wenhao Gu Li Gu Ziqiang Wang Ching Yee Suen Yang Wang 53 0 0 22 Jan 2025
Task Consistent Prototype Learning for Incremental Few-shot Semantic Segmentation Wenbo Xu Yanan Wu Haoran Jiang Yang Wang Qiang Wu Jian Zhang CLL VLM 30 0 0 16 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 42 6 0 09 Oct 2024
Online Continuous Generalized Category Discovery Keon-Hee Park Hakyung Lee Kyungwoo Song Gyeong-Moon Park CLL BDL 34 0 0 24 Aug 2024
Exploiting Fine-Grained Prototype Distribution for Boosting Unsupervised Class Incremental Learning Jiaming Liu Hongyuan Liu Zhili Qin Wei Han Yulu Fan Qinli Yang Junming Shao CLL 48 1 0 19 Aug 2024
PromptCCD: Learning Gaussian Mixture Prompt Pool for Continual Category Discovery Fernando Julio Cendra Bingchen Zhao Kai Han VLM CLL 37 6 0 26 Jul 2024
How to Train the Teacher Model for Effective Knowledge Distillation Shayan Mohajer Hamidi Xizhen Deng Renhao Tan Linfeng Ye Ahmed H. Salamah 32 2 0 25 Jul 2024
Distribution Alignment for Fully Test-Time Adaptation with Dynamic Online Data Streams Ziqiang Wang Zhixiang Chi Yanan Wu Li Gu Zhi Liu Konstantinos Plataniotis Yang Wang OOD TTA 42 2 0 16 Jul 2024
Continual Novel Class Discovery via Feature Enhancement and Adaptation Yifan Yu Shaokun Wang Yuhang He Junzhe Chen Yihong Gong CLL 40 1 0 10 May 2024
Adapting to Distribution Shift by Visual Domain Prompt Generation Zhixiang Chi Li Gu Tao Zhong Huan Liu Yuanhao Yu Konstantinos N Plataniotis Yang Wang VLM OOD 39 7 0 05 May 2024
Towards Incremental Learning in Large Language Models: A Critical Review M. Jovanovic Peter Voss ELM CLL KELM 37 5 0 28 Apr 2024
Beyond Known Clusters: Probe New Prototypes for Efficient Generalized Class Discovery Ye Wang Yaxiong Wang Yujiao Wu Bin Zhao Xueming Qian 39 2 0 13 Apr 2024
Test-Time Domain Adaptation by Learning Domain-Aware Batch Normalization Yanan Wu Zhixiang Chi Yang Wang Konstantinos N. Plataniotis Songhe Feng OOD 21 17 0 15 Dec 2023
Generalized Category Discovery in Semantic Segmentation Zhengyuan Peng Qijian Tian Jianqing Xu Yizhang Jin Xuequan Lu Xin Tan Yuan Xie Lizhuang Ma ISeg 17 2 0 20 Nov 2023
Learn to Categorize or Categorize to Learn? Self-Coding for Generalized Category Discovery Sarah Rastegar Hazel Doughty Cees G. M. Snoek 30 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 33 2 0 23 Aug 2023
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 38 29 0 09 Oct 2022
Meta-DMoE: Adapting to Domain Shift by Meta-Distillation from Mixture-of-Experts Tao Zhong Zhixiang Chi Li Gu Yang Wang Yuanhao Yu Jingshan Tang OOD 66 29 0 08 Oct 2022
Gradient-based Bi-level Optimization for Deep Learning: A Survey Can Chen Xiangshan Chen Chen-li Ma Zixuan Liu Xue Liu 86 35 0 24 Jul 2022
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations Debidatta Dwibedi Y. Aytar Jonathan Tompson P. Sermanet Andrew Zisserman SSL 188 453 0 29 Apr 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 317 5,785 0 29 Apr 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
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 338 11,684 0 09 Mar 2017