Novel Class Discovery: an Introduction and Key Concepts

22 February 2023

Colin Troisemaine

V. Lemaire

Stéphane Gosselin

Alexandre Reiffers-Masson

Joachim Flocon-Cholet

Sandrine Vaton

ArXiv PDF HTML

Papers citing "Novel Class Discovery: an Introduction and Key Concepts"

23 / 23 papers shown

Title
ProtoGCD: Unified and Unbiased Prototype Learning for Generalized Category Discovery Shijie Ma Fei Zhu Xu-Yao Zhang Cheng-Lin Liu 27 1 0 02 Apr 2025
Hierarchical novel class discovery for single-cell transcriptomic profiles Malek Senoussi Thierry Artières Paul Villoutreix 21 0 0 09 Sep 2024
SelEx: Self-Expertise in Fine-Grained Generalized Category Discovery Sarah Rastegar Mohammadreza Salehi Yuki M. Asano Hazel Doughty Cees G. M. Snoek 24 4 0 26 Aug 2024
Online Continuous Generalized Category Discovery Keon-Hee Park Hakyung Lee Kyungwoo Song Gyeong-Moon Park CLL BDL 29 0 0 24 Aug 2024
Self-Cooperation Knowledge Distillation for Novel Class Discovery Yuzheng Wang Zhaoyu Chen Dingkang Yang Yunquan Sun Lizhe Qi 39 2 0 02 Jul 2024
Exclusive Style Removal for Cross Domain Novel Class Discovery Yicheng Wang Feng Liu Junmin Liu Zhen Fang Kai Sun 32 1 0 26 Jun 2024
Continual Novel Class Discovery via Feature Enhancement and Adaptation Yifan Yu Shaokun Wang Yuhang He Junzhe Chen Yihong Gong CLL 24 1 0 10 May 2024
Active Generalized Category Discovery Shijie Ma Fei Zhu Zhun Zhong Xu-Yao Zhang Cheng-Lin Liu 29 13 0 07 Mar 2024
PANDAS: Prototype-based Novel Class Discovery and Detection Tyler L. Hayes César R. de Souza Namil Kim Jiwon Kim Riccardo Volpi Diane Larlus ObjD 23 2 0 27 Feb 2024
Robust Semi-Supervised Learning for Self-learning Open-World Classes Wenjuan Xi Xin Song Weili Guo Yang Yang 35 13 0 15 Jan 2024
A Practical Approach to Novel Class Discovery in Tabular Data Colin Troisemaine Alexandre Reiffers Stéphane Gosselin Vincent Lemaire Sandrine Vaton 24 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 24 15 0 30 Oct 2023
Generalized Category Discovery with Clustering Assignment Consistency Xiangli Yang Xinglin Pan Irwin King Zenglin Xu 23 2 0 30 Oct 2023
ABC Easy as 123: A Blind Counter for Exemplar-Free Multi-Class Class-agnostic Counting Michael A. Hobley V. Prisacariu 11 3 0 09 Sep 2023
Novel Categories Discovery Via Constraints on Empirical Prediction Statistics Zahid Hasan A. Faridee Masud Ahmed S. Purushotham H. Kwon Hyungtae Lee Nirmalya Roy 16 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 7 1 0 22 Jun 2023
Incremental Generalized Category Discovery Bingchen Zhao Oisin Mac Aodha CLL 32 12 0 27 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 24 10 0 28 Mar 2023
A Closer Look at Novel Class Discovery from the Labeled Set Ziyun Li Jona Otholt Ben Dai Diane Hu Christoph Meinel Haojin Yang BDL 12 12 0 19 Sep 2022
Generalized Out-of-Distribution Detection: A Survey Jingkang Yang Kaiyang Zhou Yixuan Li Ziwei Liu 171 870 0 21 Oct 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 292 5,761 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
SMOTE: Synthetic Minority Over-sampling Technique Nitesh V. Chawla Kevin W. Bowyer Lawrence Hall W. Kegelmeyer AI4TS 160 25,214 0 09 Jun 2011