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"

28 / 78 papers shown

Title
NEV-NCD: Negative Learning, Entropy, and Variance regularization based novel action categories discovery Zahid Hasan Masud Ahmed A. Faridee S. Purushotham H. Kwon Hyungtae Lee Nirmalya Roy 13 2 0 14 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
What's in a Name? Beyond Class Indices for Image Recognition Kai Han Yandong Li S. Vaze Jie Li Xuhui Jia VLM 19 7 0 05 Apr 2023
Dynamic Conceptional Contrastive Learning for Generalized Category Discovery Nan Pu Zhun Zhong N. Sebe 16 60 0 30 Mar 2023
Novel Class Discovery: an Introduction and Key Concepts Colin Troisemaine V. Lemaire Stéphane Gosselin Alexandre Reiffers-Masson Joachim Flocon-Cholet Sandrine Vaton 32 21 0 22 Feb 2023
Transferable Deep Metric Learning for Clustering C. SimoAlami Rim Kaddah Jesse Read 25 0 0 13 Feb 2023
Parametric Information Maximization for Generalized Category Discovery Florent Chiaroni Jose Dolz Imtiaz Masud Ziko A. Mitiche Ismail Ben Ayed 27 16 0 01 Dec 2022
Découvrir de nouvelles classes dans des données tabulaires Colin Troisemaine Joachim Flocon-Cholet Stéphane Gosselin Sandrine Vaton Alexandre Reiffers-Masson Vincent Lemaire 15 0 0 28 Nov 2022
Parametric Classification for Generalized Category Discovery: A Baseline Study Xin Wen Bingchen Zhao Xiaojuan Qi 35 67 0 21 Nov 2022
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 36 29 0 09 Oct 2022
A Closer Look at Novel Class Discovery from the Labeled Set Ziyun Li Jona Otholt Ben Dai Diane Hu Christoph Meinel Haojin Yang BDL 15 12 0 19 Sep 2022
A Method for Discovering Novel Classes in Tabular Data Colin Troisemaine Joachim Flocon-Cholet Stéphane Gosselin Sandrine Vaton Alexandre Reiffers-Masson V. Lemaire 18 6 0 02 Sep 2022
How does the degree of novelty impacts semi-supervised representation learning for novel class retrieval? Q. Leroy Olivier Buisson Alexis Joly SSL 19 0 0 17 Aug 2022
Automatically Discovering Novel Visual Categories with Self-supervised Prototype Learning Lu Zhang Lu Qi Xu Yang Hong Qiao Ming Yang Zhiyong Liu SSL 30 3 0 01 Aug 2022
Mutual Information-guided Knowledge Transfer for Novel Class Discovery Chuyu Zhang Chuanyan Hu Ruijie Xu Zhitong Gao Qian He Xuming He 18 4 0 24 Jun 2022
Spacing Loss for Discovering Novel Categories K. J. Joseph S. Paul Gaurav Aggarwal Soma Biswas Piyush Rai Kai Han V. Balasubramanian 14 14 0 22 Apr 2022
Unseen Object Instance Segmentation with Fully Test-time RGB-D Embeddings Adaptation Lu Zhang Siqi Zhang Xu Yang Hong Qiao Zhiyong Liu 19 11 0 21 Apr 2022
Towards Open-Set Object Detection and Discovery Jiyang Zheng Weihao Li Jie Hong L. Petersson Nick Barnes ObjD 30 61 0 12 Apr 2022
Generalized Category Discovery S. Vaze Kai Han Andrea Vedaldi Andrew Zisserman 24 188 0 07 Jan 2022
Learning Representation for Clustering via Prototype Scattering and Positive Sampling Zhizhong Huang Jie Chen Junping Zhang Hongming Shan 21 87 0 23 Nov 2021
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
A Unified Objective for Novel Class Discovery Enrico Fini E. Sangineto Stéphane Lathuilière Zhun Zhong Moin Nabi Elisa Ricci 23 168 0 19 Aug 2021
Novel Visual Category Discovery with Dual Ranking Statistics and Mutual Knowledge Distillation Bingchen Zhao Kai Han 15 106 0 07 Jul 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
Meta Discovery: Learning to Discover Novel Classes given Very Limited Data Haoang Chi Feng Liu Bo Han Wenjing Yang L. Lan Tongliang Liu Gang Niu Mingyuan Zhou Masashi Sugiyama 26 42 0 08 Feb 2021
LSD-C: Linearly Separable Deep Clusters Sylvestre-Alvise Rebuffi Sébastien Ehrhardt Kai Han Andrea Vedaldi Andrew Zisserman 19 24 0 17 Jun 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 267 3,369 0 09 Mar 2020
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results Antti Tarvainen Harri Valpola OOD MoMe 261 1,275 0 06 Mar 2017