Constrained Few-shot Class-incremental Learning

30 March 2022

Luca Benini

Papers citing "Constrained Few-shot Class-incremental Learning"

50 / 84 papers shown

Title
POET: Prompt Offset Tuning for Continual Human Action Adaptation Prachi Garg Joseph K J V. Balasubramanian Necati Cihan Camgöz Chengde Wan Kenrick Kin Weiguang Si Shugao Ma Fernando de la Torre 66 0 0 25 Apr 2025
Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Kun He Zijian Song Shuoxi Zhang J. Hopcroft CLL 56 0 0 25 Apr 2025
Adaptive Additive Parameter Updates of Vision Transformers for Few-Shot Continual Learning Kyle Stein A. Mahyari Guillermo Francia III Eman El-Sheikh CLL 65 0 0 11 Apr 2025
MetaCLBench: Meta Continual Learning Benchmark on Resource-Constrained Edge Devices Sijia Li Young D. Kwon Lik-Hang Lee Pan Hui 36 0 0 31 Mar 2025
Diffusion Meets Few-shot Class Incremental Learning Junsu Kim Yunhoe Ku Dongyoon Han Seungryul Baek DiffM CLL 52 0 0 30 Mar 2025
Brain-inspired analogical mixture prototypes for few-shot class-incremental learning Wanyi Li Wei Wei Yongkang Luo Peng Wang CLL 47 0 0 26 Feb 2025
FedORGP: Guiding Heterogeneous Federated Learning with Orthogonality Regularization on Global Prototypes Fucheng Guo Zeyu Luan Qing Li Dan Zhao Yong-jia Jiang FedML 53 0 0 22 Feb 2025
Hyperdimensional Intelligent Sensing for Efficient Real-Time Audio Processing on Extreme Edge Sanggeon Yun Ryozo Masukawa Hanning Chen SungHeon Jeong Wenjun Huang Arghavan Rezvani Minhyoung Na Yoshiki Yamaguchi Mohsen Imani 54 1 0 15 Feb 2025
Latest Advancements Towards Catastrophic Forgetting under Data Scarcity: A Comprehensive Survey on Few-Shot Class Incremental Learning M. A. Ma'sum Mahardhika Pratama Igor Skrjanc CLL 46 0 0 12 Feb 2025
Class Balance Matters to Active Class-Incremental Learning Zitong Huang Zhe Chen Yuanze Li Bowen Dong Erjin Zhou Y. Liu Rick Siow Mong Goh Chun-Mei Feng W. Zuo CLL 73 0 0 09 Dec 2024
Covariance-based Space Regularization for Few-shot Class Incremental Learning Yijie Hu Guanyu Yang Zhaorui Tan Xiaowei Huang K. Huang Qiu-Feng Wang CLL 36 0 0 02 Nov 2024
Delta: A Cloud-assisted Data Enrichment Framework for On-Device Continual Learning Chen Gong Zhenzhe Zheng Fan Wu Xiaofeng Jia Guihai Chen LMTD FedML 34 2 0 24 Oct 2024
CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental Learning Junghun Oh Sungyong Baik Kyoung Mu Lee CLL 34 3 0 08 Oct 2024
Knowledge Adaptation Network for Few-Shot Class-Incremental Learning Ye Wang Yaxiong Wang Guoshuai Zhao Xueming Qian CLL 39 1 0 18 Sep 2024
Towards Few-Shot Learning in the Open World: A Review and Beyond Hui Xue Yuexuan An Yongchun Qin Wenqian Li Yixin Wu Yongjuan Che Pengfei Fang Minling Zhang OffRL 54 1 0 19 Aug 2024
Rethinking Few-shot Class-incremental Learning: Learning from Yourself Yu-Ming Tang Yi-Xing Peng Jingke Meng Wei-Shi Zheng CLL 42 5 0 10 Jul 2024
Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental Learning Xiaojie Li Yibo Yang Jianlong Wu Guohao Li Liqiang Nie Min Zhang Mamba 41 5 0 08 Jul 2024
Efficient Continual Finite-Sum Minimization Ioannis Mavrothalassitis Stratis Skoulakis L. Dadi V. Cevher 32 0 0 07 Jun 2024
Training of Physical Neural Networks Ali Momeni Babak Rahmani B. Scellier Logan G. Wright Peter L. McMahon ... Julie Grollier Andrea J. Liu D. Psaltis Andrea Alù Romain Fleury PINN AI4CE 51 9 0 05 Jun 2024
Modular, Hierarchical Machine Learning for Sequential Goal Completion Nathan McDonald 32 0 0 29 Apr 2024
Assembling Modular, Hierarchical Cognitive Map Learners with Hyperdimensional Computing Nathan McDonald Anthony Dematteo 37 0 0 29 Apr 2024
NeuroHash: A Hyperdimensional Neuro-Symbolic Framework for Spatially-Aware Image Hashing and Retrieval Sanggeon Yun Ryozo Masukawa SungHeon Jeong Mohsen Imani 34 0 0 17 Apr 2024
Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision Transformers Dipam Goswami Bartlomiej Twardowski J. Weijer 50 4 0 09 Apr 2024
Pre-trained Vision and Language Transformers Are Few-Shot Incremental Learners Keon-Hee Park Kyungwoo Song Gyeong-Moon Park VLM CLL 35 16 0 02 Apr 2024
Continual Learning for Autonomous Robots: A Prototype-based Approach Elvin Hajizada Balachandran Swaminathan Yulia Sandamirskaya CLL 31 1 0 30 Mar 2024
OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental Learning Noor Ahmed Anna Kukleva Bernt Schiele CLL 32 12 0 27 Mar 2024
Recommendation of data-free class-incremental learning algorithms by simulating future data Eva Feillet Adrian Daniel Popescu C´eline Hudelot 46 0 0 26 Mar 2024
One-Shot Domain Incremental Learning Yasushi Esaki Satoshi Koide Takuro Kutsuna CLL VLM 45 0 0 25 Mar 2024
A Bag of Tricks for Few-Shot Class-Incremental Learning Shuvendu Roy Chunjong Park Aldi Fahrezi Ali Etemad CLL 43 2 0 21 Mar 2024
NTK-Guided Few-Shot Class Incremental Learning Jingren Liu Zhong Ji Yanwei Pang Yunlong Yu CLL 34 3 0 19 Mar 2024
Controllable Relation Disentanglement for Few-Shot Class-Incremental Learning Yuanen Zhou Richang Hong Yanrong Guo Lin Liu Shijie Hao Hanwang Zhang 20 0 0 17 Mar 2024
12 mJ per Class On-Device Online Few-Shot Class-Incremental Learning Yoga Esa Wibowo Cristian Cioflan T. Ingolfsson Michael Hersche Leo Zhao Abbas Rahimi Luca Benini CLL 39 1 0 12 Mar 2024
Contrastive Augmented Graph2Graph Memory Interaction for Few Shot Continual Learning Biqing Qi Junqi Gao Xingquan Chen Dong Li Jianxing Liu Ligang Wu Bowen Zhou CLL 31 4 0 07 Mar 2024
Bias Mitigating Few-Shot Class-Incremental Learning Li-Jun Zhao Zhen-Duo Chen Ziya Zhang Xin Luo Xin-Shun Xu CLL 39 1 0 01 Feb 2024
Zero-shot Classification using Hyperdimensional Computing Samuele Ruffino G. Karunaratne Michael Hersche Luca Benini Abu Sebastian Abbas Rahimi VLM 29 1 0 30 Jan 2024
PL-FSCIL: Harnessing the Power of Prompts for Few-Shot Class-Incremental Learning Songsong Tian Lusi Li Weijun Li Hang Ran Li Li X. Ning CLL VLM 36 3 0 26 Jan 2024
Enhancing Consistency and Mitigating Bias: A Data Replay Approach for Incremental Learning Chenyang Wang Junjun Jiang Xingyu Hu Xianming Liu Xiangyang Ji 42 2 0 12 Jan 2024
HyperSense: Hyperdimensional Intelligent Sensing for Energy-Efficient Sparse Data Processing Sanggeon Yun Hanning Chen Ryozo Masukawa Hamza Errahmouni Barkam Andrew Ding Wenjun Huang Arghavan Rezvani Shaahin Angizi Mohsen Imani 21 6 0 04 Jan 2024
Learning Prompt with Distribution-Based Feature Replay for Few-Shot Class-Incremental Learning Zitong Huang Ze Chen Zhixing Chen Erjin Zhou Xinxing Xu Rick Siow Mong Goh Yong-Jin Liu Wangmeng Zuo Chun-Mei Feng CLL VLM BDL 33 8 0 03 Jan 2024
Continual Learning: Forget-free Winning Subnetworks for Video Representations Haeyong Kang Jaehong Yoon Sung Ju Hwang Chang D. Yoo CLL 32 2 0 19 Dec 2023
TLCE: Transfer-Learning Based Classifier Ensembles for Few-Shot Class-Incremental Learning Shuangmei Wang Yang Cao Tieru Wu CLL 28 0 0 07 Dec 2023
Sketch Input Method Editor: A Comprehensive Dataset and Methodology for Systematic Input Recognition Guangming Zhu Siyuan Wang Qing Cheng Kelong Wu Hao Li Liang Zhang 26 2 0 30 Nov 2023
When Meta-Learning Meets Online and Continual Learning: A Survey Jaehyeon Son Soochan Lee Gunhee Kim OOD CLL 32 10 0 09 Nov 2023
Image-Object-Specific Prompt Learning for Few-Shot Class-Incremental Learning In-Ug Yoon Taehyean Choi Sun-Kyung Lee Young-Min Kim Jong-Hwan Kim CLL 21 6 0 06 Sep 2023
Big-model Driven Few-shot Continual Learning Ziqi Gu Chunyan Xu Zihan Lu Xin Liu Anbo Dai Zhen Cui CLL 29 1 0 02 Sep 2023
Image-free Classifier Injection for Zero-Shot Classification Anders Christensen Massimiliano Mancini A. Sophia Koepke Ole Winther Zeynep Akata VLM 45 9 0 21 Aug 2023
Neural Collapse Terminus: A Unified Solution for Class Incremental Learning and Its Variants Yibo Yang Haobo Yuan Hefei Ling Jianlong Wu Lefei Zhang Zhouchen Lin Philip H. S. Torr Dacheng Tao Guohao Li CLL 31 8 0 03 Aug 2023
Learning from Hypervectors: A Survey on Hypervector Encoding Ieee Mehran Sercan Aygun Member Ieee Shoushtari Moghadam Student Member Muhammad Hassan Ieee Mohsen Imani ID Member 27 25 0 01 Aug 2023
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning Zhenyi Wang Enneng Yang Li Shen Heng-Chiao Huang KELM MU 34 48 0 16 Jul 2023
Knowledge Transfer-Driven Few-Shot Class-Incremental Learning Ye Wang Yaxiong Wang Guoshuai Zhao Xueming Qian CLL 29 1 0 19 Jun 2023