AutoNovel: Automatically Discovering and Learning Novel Visual Categories

29 June 2021

Kai Han

Sylvestre-Alvise Rebuffi

Andrea Vedaldi

Papers citing "AutoNovel: Automatically Discovering and Learning Novel Visual Categories"

50 / 78 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
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
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
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
FathomVerse: A community science dataset for ocean animal discovery Genevieve Patterson Joost Daniels Benjamin Woodward K. Barnard Giovanna Sainz L. Lundsten K. Katija 104 0 0 02 Dec 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
Organizing Unstructured Image Collections using Natural Language Mingxuan Liu Zhun Zhong Jun Li Gianni Franchi Subhankar Roy Elisa Ricci VLM 39 3 0 07 Oct 2024
Hierarchical novel class discovery for single-cell transcriptomic profiles Malek Senoussi Thierry Artières Paul Villoutreix 24 0 0 09 Sep 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
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
Dual-level Adaptive Self-Labeling for Novel Class Discovery in Point Cloud Segmentation Ruijie Xu Chuyu Zhang Hui Ren Xuming He 3DPC 34 4 0 17 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
Novel Class Discovery for Ultra-Fine-Grained Visual Categorization Yu Liu Yaqi Cai Qi Jia Binglin Qiu Weimin Wang Nan Pu 30 5 0 10 May 2024
Beyond Known Clusters: Probe New Prototypes for Efficient Generalized Class Discovery Ye Wang Yaxiong Wang Yujiao Wu Bin Zhao Xueming Qian 34 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
Seeing Unseen: Discover Novel Biomedical Concepts via Geometry-Constrained Probabilistic Modeling Jianan Fan Dongnan Liu Hang Chang Heng-Chiao Huang Mei Chen Weidong Cai 43 5 0 02 Mar 2024
Debiased Novel Category Discovering and Localization Juexiao Feng Yuhong Yang Yanchun Xie Yaqian Li Yandong Guo Yuchen Guo Yuwei He Liuyu Xiang Guiguang Ding ObjD 22 4 0 29 Feb 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
Federated Continual Novel Class Learning Lixu Wang Chenxi Liu Junfeng Guo Jiahua Dong Xiao Wang Heng-Chiao Huang Qi Zhu CLL FedML 32 2 0 21 Dec 2023
ImbaGCD: Imbalanced Generalized Category Discovery Ziyun Li Ben Dai Furkan Simsek Christoph Meinel Haojin Yang 29 2 0 04 Dec 2023
Generalized Categories Discovery for Long-tailed Recognition Ziyun Li Christoph Meinel Haojin Yang 26 3 0 04 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
Generalized Category Discovery with Clustering Assignment Consistency Xiangli Yang Xinglin Pan Irwin King Zenglin Xu 23 2 0 30 Oct 2023
Towards Novel Class Discovery: A Study in Novel Skin Lesions Clustering Wei Feng Lie Ju Lin Wang Kaimin Song Zongyuan Ge 10 2 0 28 Sep 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
MetaGCD: Learning to Continually Learn in Generalized Category Discovery Yanan Wu Zhixiang Chi Yang Wang Songhe Feng BDL CLL 13 26 0 21 Aug 2023
OpenGCD: Assisting Open World Recognition with Generalized Category Discovery Fulin Gao Weimin Zhong Zhixing Cao Xin Peng Zhi Li 8 1 0 14 Aug 2023
Novel Class Discovery for Long-tailed Recognition Zhang Chuyu Rui Xu Xuming He 27 15 0 06 Aug 2023
Proxy Anchor-based Unsupervised Learning for Continuous Generalized Category Discovery Hyungmin Kim Sungho Suh Daehwan Kim Daun Jeong Hansang Cho Junmo Kim CLL 31 11 0 20 Jul 2023
Class-relation Knowledge Distillation for Novel Class Discovery Peiyan Gu Chuyu Zhang Rui Xu Xuming He 29 15 0 18 Jul 2023
Novel Categories Discovery Via Constraints on Empirical Prediction Statistics Zahid Hasan A. Faridee Masud Ahmed S. Purushotham H. Kwon Hyungtae Lee Nirmalya Roy 27 0 0 07 Jul 2023
An Interactive Interface for Novel Class Discovery in Tabular Data Colin Troisemaine Joachim Flocon-Cholet Stéphane Gosselin Alexandre Reiffers-Masson Sandrine Vaton V. Lemaire 15 1 0 22 Jun 2023
Supervised Knowledge May Hurt Novel Class Discovery Performance Ziyun Li Jona Otholt Ben Dai Diane Hu Christoph Meinel Haojin Yang 14 4 0 06 Jun 2023
Federated Generalized Category Discovery Nan Pu Zhun Zhong Xinyuan Ji N. Sebe FedML 26 13 0 23 May 2023
WOT-Class: Weakly Supervised Open-world Text Classification Tianle Wang Zihan Wang Weitang Liu Jingbo Shang VLM 24 4 0 21 May 2023
CLIP-GCD: Simple Language Guided Generalized Category Discovery Rabah Ouldnoughi Chia-Wen Kuo Z. Kira VLM 21 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
A Clustering Framework for Unsupervised and Semi-supervised New Intent Discovery Hanlei Zhang Huanlin Xu Xin Eric Wang Fei Long Kai Gao 33 11 0 16 Apr 2023