A Unified Objective for Novel Class Discovery

19 August 2021

Papers citing "A Unified Objective for Novel Class Discovery"

50 / 106 papers shown

Title
Generalized Categories Discovery for Long-tailed Recognition Ziyun Li Christoph Meinel Haojin Yang 42 3 0 04 Dec 2023
No Representation Rules Them All in Category Discovery S. Vaze Andrea Vedaldi Andrew Zisserman OOD 37 31 0 28 Nov 2023
Generalized Category Discovery in Semantic Segmentation Zhengyuan Peng Qijian Tian Jianqing Xu Yizhang Jin Xuequan Lu Xin Tan Yuan Xie Lizhuang Ma ISeg 20 2 0 20 Nov 2023
A Graph-Theoretic Framework for Understanding Open-World Semi-Supervised Learning Yiyou Sun Zhenmei Shi Yixuan Li OffRL 43 20 0 06 Nov 2023
Learn to Categorize or Categorize to Learn? Self-Coding for Generalized Category Discovery Sarah Rastegar Hazel Doughty Cees G. M. Snoek 33 15 0 30 Oct 2023
Generalized Category Discovery with Clustering Assignment Consistency Xiangli Yang Xinglin Pan Irwin King Zenglin Xu 28 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 18 2 0 28 Sep 2023
Reinforcement Learning Based Multi-modal Feature Fusion Network for Novel Class Discovery Qiang Li Qiuyang Ma Weizhi Nie Anan Liu OffRL 41 0 0 26 Aug 2023
Preserving Modality Structure Improves Multi-Modal Learning Swetha Sirnam Mamshad Nayeem Rizve Nina Shvetsova Hilde Kuehne M. Shah 28 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 33 2 0 23 Aug 2023
MetaGCD: Learning to Continually Learn in Generalized Category Discovery Yanan Wu Zhixiang Chi Yang Wang Songhe Feng BDL CLL 26 26 0 21 Aug 2023
When and How Does Known Class Help Discover Unknown Ones? Provable Understanding Through Spectral Analysis Yiyou Sun Zhenmei Shi Yingyu Liang Yixuan Li 39 19 0 09 Aug 2023
Novel Class Discovery for Long-tailed Recognition Zhang Chuyu Rui Xu Xuming He 35 16 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 38 11 0 20 Jul 2023
Class-relation Knowledge Distillation for Novel Class Discovery Peiyan Gu Chuyu Zhang Rui Xu Xuming He 34 16 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 40 0 0 07 Jul 2023
Semi-supervised learning made simple with self-supervised clustering Enrico Fini Pietro Astolfi Alahari Karteek Xavier Alameda-Pineda Julien Mairal Moin Nabi Elisa Ricci SSL 39 25 0 13 Jun 2023
Supervised Knowledge May Hurt Novel Class Discovery Performance Ziyun Li Jona Otholt Ben Dai Diane Hu Christoph Meinel Haojin Yang 22 4 0 06 Jun 2023
Decoupling Pseudo Label Disambiguation and Representation Learning for Generalized Intent Discovery Yutao Mou Xiaoshuai Song Keqing He Chen Zeng Pei Wang Jingang Wang Yunsen Xian Weiran Xu 30 8 0 28 May 2023
Federated Generalized Category Discovery Nan Pu Zhun Zhong Xinyuan Ji N. Sebe FedML 28 13 0 23 May 2023
CLIP-GCD: Simple Language Guided Generalized Category Discovery Rabah Ouldnoughi Chia-Wen Kuo Z. Kira VLM 29 14 0 17 May 2023
Improved baselines for vision-language pre-training Enrico Fini Pietro Astolfi Adriana Romero Soriano Jakob Verbeek M. Drozdzal SSL CLIP VLM 47 22 0 15 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 45 12 0 27 Apr 2023
Walking Your LiDOG: A Journey Through Multiple Domains for LiDAR Semantic Segmentation Cristiano Saltori Aljovsa Ovsep Elisa Ricci Laura Leal-Taixé 27 14 0 23 Apr 2023
A Clustering Framework for Unsupervised and Semi-supervised New Intent Discovery Hanlei Zhang Huanlin Xu Xin Wang Fei Long Kai Gao 35 11 0 16 Apr 2023
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 23 2 0 14 Apr 2023
CiPR: An Efficient Framework with Cross-instance Positive Relations for Generalized Category Discovery Shaozhe Hao Kai Han Kwan-Yee K. Wong 46 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 21 7 0 05 Apr 2023
Dynamic Conceptional Contrastive Learning for Generalized Category Discovery Nan Pu Zhun Zhong N. Sebe 24 60 0 30 Mar 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 37 10 0 28 Mar 2023
Novel Class Discovery for 3D Point Cloud Semantic Segmentation Luigi Riz Cristiano Saltori Elisa Ricci Fabio Poiesi 3DPC 32 20 0 21 Mar 2023
Novel Class Discovery: an Introduction and Key Concepts Colin Troisemaine V. Lemaire Stéphane Gosselin Alexandre Reiffers-Masson Joachim Flocon-Cholet Sandrine Vaton 45 21 0 22 Feb 2023
Style-Hallucinated Dual Consistency Learning: A Unified Framework for Visual Domain Generalization Yuyang Zhao Zhun Zhong Na Zhao N. Sebe G. Lee 32 29 0 18 Dec 2022
PromptCAL: Contrastive Affinity Learning via Auxiliary Prompts for Generalized Novel Category Discovery Shengxiang Zhang Salman Khan Zhiqiang Shen Muzammal Naseer Guangyi Chen Fahad Shahbaz Khan CLL VLM 26 58 0 11 Dec 2022
Parametric Information Maximization for Generalized Category Discovery Florent Chiaroni Jose Dolz Imtiaz Masud Ziko A. Mitiche Ismail Ben Ayed 29 16 0 01 Dec 2022
Parametric Classification for Generalized Category Discovery: A Baseline Study Xin Wen Bingchen Zhao Xiaojuan Qi 38 67 0 21 Nov 2022
Learning to Discover and Detect Objects V. Fomenko Ismail Elezi Deva Ramanan Laura Leal-Taixé Aljosa Osep ObjD 33 10 0 19 Oct 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 38 29 0 09 Oct 2022
Modeling Inter-Class and Intra-Class Constraints in Novel Class Discovery Wenbin Li Zhichen Fan Jing Huo Yang Gao 38 22 0 07 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 23 12 0 19 Sep 2022
Generalized Intent Discovery: Learning from Open World Dialogue System Yutao Mou Keqing He Yanan Wu Pei Wang Jingang Wang Wei Yu Wu Y. Huang Junlan Feng Weiran Xu 37 8 0 13 Sep 2022
OpenCon: Open-world Contrastive Learning Yiyou Sun Yixuan Li VLM SSL DRL 52 39 0 04 Aug 2022
Novel Class Discovery without Forgetting K. J. Joseph S. Paul Gaurav Aggarwal Soma Biswas Piyush Rai Kai Han V. Balasubramanian CLL 54 43 0 21 Jul 2022
Collaborating Domain-shared and Target-specific Feature Clustering for Cross-domain 3D Action Recognition Qinying Liu Zilei Wang 20 9 0 20 Jul 2022
Class-incremental Novel Class Discovery Subhankar Roy Mingxuan Liu Zhun Zhong N. Sebe Elisa Ricci CLL 33 43 0 18 Jul 2022
Towards Realistic Semi-Supervised Learning Mamshad Nayeem Rizve Navid Kardan M. Shah 49 44 0 05 Jul 2022
OpenLDN: Learning to Discover Novel Classes for Open-World Semi-Supervised Learning Mamshad Nayeem Rizve Navid Kardan Salman Khan Fahad Shahbaz Khan M. Shah 39 49 0 05 Jul 2022
Mutual Information-guided Knowledge Transfer for Novel Class Discovery Chuyu Zhang Chuanyan Hu Ruijie Xu Zhitong Gao Qian He Xuming He 20 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 19 14 0 22 Apr 2022