Parametric Classification for Generalized Category Discovery: A Baseline Study

21 November 2022

Xin Wen

Xiaojuan Qi

Papers citing "Parametric Classification for Generalized Category Discovery: A Baseline Study"

47 / 47 papers shown

Title
Few-shot Novel Category Discovery Chunming Li Shidong Wang Haofeng Zhang 31 0 0 13 May 2025
Hyperbolic Category Discovery Yuanpei Liu Zhenqi He Kai Han 26 0 0 08 Apr 2025
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
Utilization of Neighbor Information for Image Classification with Different Levels of Supervision Gihan Jayatilaka Abhinav Shrivastava M. Gwilliam 64 0 0 18 Mar 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
GLEAN: Generalized Category Discovery with Diverse and Quality-Enhanced LLM Feedback Henry Peng Zou Siffi Singh Yi Nian Jianfeng He Jason (Jinglun) Cai Saab Mansour Hang Su 44 2 0 25 Feb 2025
Generalized Class Discovery in Instance Segmentation Cuong Manh Hoang Yeejin Lee Byeongkeun Kang ISeg 89 0 0 12 Feb 2025
Solving the Catastrophic Forgetting Problem in Generalized Category Discovery Xinzi Cao Xiawu Zheng G. Wang Weijiang Yu Yunhang Shen Ke Li Yutong Lu Yonghong Tian CLL 37 4 0 09 Jan 2025
OwMatch: Conditional Self-Labeling with Consistency for Open-World Semi-Supervised Learning Shengjie Niu Lifan Lin Jian Huang Chao Wang 29 0 0 04 Nov 2024
A Fresh Look at Generalized Category Discovery through Non-negative Matrix Factorization Zhong Ji S. M. I. Simon X. Yang Jingren Liu Yanwei Pang Jungong Han 31 0 0 29 Oct 2024
AdaptGCD: Multi-Expert Adapter Tuning for Generalized Category Discovery Yuxun Qu Yongqiang Tang Chenyang Zhang Wensheng Zhang 28 0 0 29 Oct 2024
Prototypical Hash Encoding for On-the-Fly Fine-Grained Category Discovery Haiyang Zheng Nan Pu Wenjing Li N. Sebe Zhun Zhong 21 2 0 24 Oct 2024
AnomalyNCD: Towards Novel Anomaly Class Discovery in Industrial Scenarios Ziming Huang Xurui Li Haotian Liu Feng Xue Yuzhe Wang Yu Zhou 37 0 0 18 Oct 2024
Composing Novel Classes: A Concept-Driven Approach to Generalized Category Discovery Chuyu Zhang Peiyan Gu Xueyang Yu Xuming He 28 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
Flipped Classroom: Aligning Teacher Attention with Student in Generalized Category Discovery Haonan Lin Wenbin An Jiahao Wang Yan Chen Feng Tian Mengmeng Wang Guang Dai Qianying Wang Jingdong Wang 36 2 0 29 Sep 2024
Multimodal Generalized Category Discovery Yuchang Su Renping Zhou Siyu Huang Xingjian Li Tianyang Wang Ziyue Wang Min Xu 40 0 0 18 Sep 2024
SelEx: Self-Expertise in Fine-Grained Generalized Category Discovery Sarah Rastegar Mohammadreza Salehi Yuki M. Asano Hazel Doughty Cees G. M. Snoek 28 4 0 26 Aug 2024
Contextuality Helps Representation Learning for Generalized Category Discovery Tingzhang Luo Mingxuan Du Jiatao Shi Xinxiang Chen Bingchen Zhao Shaoguang Huang 42 4 0 29 Jul 2024
PromptCCD: Learning Gaussian Mixture Prompt Pool for Continual Category Discovery Fernando Julio Cendra Bingchen Zhao Kai Han VLM CLL 35 6 0 26 Jul 2024
Self-Cooperation Knowledge Distillation for Novel Class Discovery Yuzheng Wang Zhaoyu Chen Dingkang Yang Yunquan Sun Lizhe Qi 41 2 0 02 Jul 2024
Exclusive Style Removal for Cross Domain Novel Class Discovery Yicheng Wang Feng Liu Junmin Liu Zhen Fang Kai Sun 39 1 0 26 Jun 2024
Labeled Data Selection for Category Discovery Bingchen Zhao Nico Lang Serge J. Belongie Oisin Mac Aodha 34 3 0 07 Jun 2024
Continual Novel Class Discovery via Feature Enhancement and Adaptation Yifan Yu Shaokun Wang Yuhang He Junzhe Chen Yihong Gong CLL 33 1 0 10 May 2024
Contrastive Mean-Shift Learning for Generalized Category Discovery Sua Choi Dahyun Kang Minsu Cho 26 10 0 15 Apr 2024
Beyond Known Clusters: Probe New Prototypes for Efficient Generalized Class Discovery Ye Wang Yaxiong Wang Yujiao Wu Bin Zhao Xueming Qian 36 2 0 13 Apr 2024
CDAD-Net: Bridging Domain Gaps in Generalized Category Discovery Sai Bhargav Rongali Sarthak Mehrotra Ankit Jha C. MohamadHassanN Shirsha Bose Tanisha Gupta Mainak Singha Biplab Banerjee 38 2 0 08 Apr 2024
Beyond the Known: Novel Class Discovery for Open-world Graph Learning Yucheng Jin Yun Xiong Juncheng Fang Xixi Wu Dongxiao He Xing Jia Bingchen Zhao Philip Yu OffRL 34 0 0 29 Mar 2024
Open-World Semi-Supervised Learning for Node Classification Yanling Wang Jing Zhang Lingxi Zhang Lixin Liu Yuxiao Dong Cuiping Li Hong Chen Hongzhi Yin BDL 35 0 0 18 Mar 2024
GET: Unlocking the Multi-modal Potential of CLIP for Generalized Category Discovery Enguang Wang Zhimao Peng Zhengyuan Xie Fei Yang Xialei Liu Ming-Ming Cheng 59 3 0 15 Mar 2024
Textual Knowledge Matters: Cross-Modality Co-Teaching for Generalized Visual Class Discovery Haiyang Zheng Nan Pu Wenjing Li N. Sebe Zhun Zhong 43 7 0 12 Mar 2024
Active Generalized Category Discovery Shijie Ma Fei Zhu Zhun Zhong Xu-Yao Zhang Cheng-Lin Liu 37 13 0 07 Mar 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 in Semantic Segmentation Zhengyuan Peng Qijian Tian Jianqing Xu Yizhang Jin Xuequan Lu Xin Tan Yuan Xie Lizhuang Ma ISeg 14 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
Towards Realistic Zero-Shot Classification via Self Structural Semantic Alignment Shengxiang Zhang Muzammal Naseer Guangyi Chen Zhiqiang Shen Salman Khan Kun Zhang F. Khan VLM 58 4 0 24 Aug 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
Federated Generalized Category Discovery Nan Pu Zhun Zhong Xinyuan Ji N. Sebe FedML 26 13 0 23 May 2023
Learning Semi-supervised Gaussian Mixture Models for Generalized Category Discovery Bingchen Zhao Xin Wen Kai Han 33 46 0 10 May 2023
Incremental Generalized Category Discovery Bingchen Zhao Oisin Mac Aodha CLL 40 12 0 27 Apr 2023
CiPR: An Efficient Framework with Cross-instance Positive Relations for Generalized Category Discovery Shaozhe Hao Kai Han Kwan-Yee Kenneth Wong 38 16 0 14 Apr 2023
Self-Supervised Visual Representation Learning with Semantic Grouping Xin Wen Bingchen Zhao Anlin Zheng X. Zhang Xiaojuan Qi SSL 117 71 0 30 May 2022
Open-Set Recognition: a Good Closed-Set Classifier is All You Need? S. Vaze Kai Han Andrea Vedaldi Andrew Zisserman BDL 169 404 0 12 Oct 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 314 5,775 0 29 Apr 2021
Balanced Meta-Softmax for Long-Tailed Visual Recognition Jiawei Ren Cunjun Yu Shunan Sheng Xiao Ma Haiyu Zhao Shuai Yi Hongsheng Li 170 549 0 21 Jul 2020