Large-scale Pre-trained Models are Surprisingly Strong in Incremental
Novel Class Discovery

Large-scale Pre-trained Models are Surprisingly Strong in Incremental Novel Class Discovery

28 March 2023

Papers citing "Large-scale Pre-trained Models are Surprisingly Strong in Incremental Novel Class Discovery"

14 / 14 papers shown

Title
Freeze and Cluster: A Simple Baseline for Rehearsal-Free Continual Category Discovery Chuyu Zhang Xueyang Yu Peiyan Gu Xuming He CLL 78 0 0 12 Mar 2025
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 27 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
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
Enhanced Infield Agriculture with Interpretable Machine Learning Approaches for Crop Classification Sudi Murindanyi Joyce Nakatumba-Nabende Rahman Sanya Rose Nakibuule Andrew Katumba VLM 25 0 0 22 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 41 1 0 19 Aug 2024
PromptCCD: Learning Gaussian Mixture Prompt Pool for Continual Category Discovery Fernando Julio Cendra Bingchen Zhao Kai Han VLM CLL 33 6 0 26 Jul 2024
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 32 12 0 27 Apr 2023
Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need Da-Wei Zhou Han-Jia Ye De-Chuan Zhan Ziwei Liu CLL 28 99 0 13 Mar 2023
Representational Continuity for Unsupervised Continual Learning Divyam Madaan Jaehong Yoon Yuanchun Li Yunxin Liu Sung Ju Hwang CLL SSL 62 111 0 13 Oct 2021
Intriguing Properties of Vision Transformers Muzammal Naseer Kanchana Ranasinghe Salman Khan Munawar Hayat F. Khan Ming-Hsuan Yang ViT 248 618 0 21 May 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 286 5,723 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