Class-incremental learning: survey and performance evaluation on image classification

28 October 2020

Marc Masana

Xialei Liu

Bartlomiej Twardowski

Papers citing "Class-incremental learning: survey and performance evaluation on image classification"

44 / 94 papers shown

Title
Evaluation of Regularization-based Continual Learning Approaches: Application to HAR B. Kann Sandra Castellanos-Paez P. Lalanda 11 3 0 26 Apr 2023
Continual Learning of Hand Gestures for Human-Robot Interaction Xavier Cucurull A. Garrell 14 2 0 13 Apr 2023
Mole Recruitment: Poisoning of Image Classifiers via Selective Batch Sampling Ethan Wisdom Tejas Gokhale Chaowei Xiao Yezhou Yang 13 0 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 32 10 0 28 Mar 2023
Achieving a Better Stability-Plasticity Trade-off via Auxiliary Networks in Continual Learning Sang-Ho Kim Lorenzo Noci Antonio Orvieto Thomas Hofmann CLL 22 34 0 16 Mar 2023
ICICLE: Interpretable Class Incremental Continual Learning Dawid Rymarczyk Joost van de Weijer Bartosz Zieliñski Bartlomiej Twardowski CLL 16 28 0 14 Mar 2023
Towards Label-Efficient Incremental Learning: A Survey Mert Kilickaya Joost van de Weijer Yuki M. Asano CLL 20 4 0 01 Feb 2023
Task-Adaptive Saliency Guidance for Exemplar-free Class Incremental Learning Xialei Liu Jiang-Tian Zhai Andrew D. Bagdanov Ke Li Mingg-Ming Cheng CLL 18 4 0 16 Dec 2022
AL-iGAN: An Active Learning Framework for Tunnel Geological Reconstruction Based on TBM Operational Data Hao Wang Lixue Liu Xueguan Song Chao Zhang Dacheng Tao GAN AI4CE 17 0 0 02 Dec 2022
Continual Learning with Optimal Transport based Mixture Model Quyen Tran Hoang Phan Khoat Than Dinh Q. Phung Trung Le CLL 16 1 0 30 Nov 2022
FeTrIL: Feature Translation for Exemplar-Free Class-Incremental Learning Grégoire Petit Adrian Daniel Popescu Hugo Schindler David Picard Bertrand Delezoide CLL 14 111 0 23 Nov 2022
Cooperative data-driven modeling Aleksandr Dekhovich O. T. Turan Jiaxiang Yi Miguel A. Bessa CLL KELM AI4CE 10 5 0 23 Nov 2022
Continual Learning of Natural Language Processing Tasks: A Survey Zixuan Ke Bin Liu KELM CLL VLM 19 67 0 23 Nov 2022
FedTracker: Furnishing Ownership Verification and Traceability for Federated Learning Model Shuo Shao Wenyuan Yang Hanlin Gu Zhan Qin Lixin Fan Qiang Yang Kui Ren FedML 27 27 0 14 Nov 2022
A Survey on Causal Representation Learning and Future Work for Medical Image Analysis Chang-Tien Lu OOD BDL CML MedIm 24 0 0 28 Oct 2022
Learning "O" Helps for Learning More: Handling the Concealed Entity Problem for Class-incremental NER Ruotian Ma Xuanting Chen Lin Zhang Xin Zhou Junzhe Wang Tao Gui Qi Zhang Xiang Gao Yunwen Chen 39 8 0 10 Oct 2022
Improving Replay-Based Continual Semantic Segmentation with Smart Data Selection Tobias Kalb Björn Mauthe Jürgen Beyerer CLL 21 10 0 20 Sep 2022
A Multi-Head Model for Continual Learning via Out-of-Distribution Replay Gyuhak Kim Zixuan Ke Bin Liu VLM CLL OODD 15 29 0 20 Aug 2022
Continual Prune-and-Select: Class-incremental learning with specialized subnetworks Aleksandr Dekhovich David Tax M. Sluiter Miguel A. Bessa CLL 14 19 0 09 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 14 3 0 01 Aug 2022
Class-incremental Novel Class Discovery Subhankar Roy Mingxuan Liu Zhun Zhong N. Sebe Elisa Ricci CLL 20 43 0 18 Jul 2022
Multi-Granularity Regularized Re-Balancing for Class Incremental Learning Huitong Chen Yu Wang Q. Hu CLL 17 16 0 30 Jun 2022
Towards Diverse Evaluation of Class Incremental Learning: A Representation Learning Perspective Sungmin Cha Jihwan Kwak Dongsub Shim Hyunwoo J. Kim Moontae Lee Honglak Lee Taesup Moon CLL 20 1 0 16 Jun 2022
Open-environment Machine Learning Zhi-Hua Zhou VLM 19 133 0 01 Jun 2022
A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning Da-Wei Zhou Qiwen Wang Han-Jia Ye De-Chuan Zhan 19 122 0 26 May 2022
Continual learning on 3D point clouds with random compressed rehearsal M. Zamorski Michal Stypulkowski Konrad Karanowski Tomasz Trzciñski Maciej Ziȩba 3DPC 8 9 0 16 May 2022
Contrastive Supervised Distillation for Continual Representation Learning Tommaso Barletti Niccoló Biondi F. Pernici Matteo Bruni A. Bimbo CLL 13 7 0 11 May 2022
LifeLonger: A Benchmark for Continual Disease Classification Mohammad Mahdi Derakhshani Ivona Najdenkoska Tom van Sonsbeek Xiantong Zhen Dwarikanath Mahapatra M. Worring Cees G. M. Snoek 24 31 0 12 Apr 2022
Re-examining Distillation For Continual Object Detection Eli Verwimp Kuo Yang Sarah Parisot Hong Lanqing Steven G. McDonagh Eduardo Pérez-Pellitero Matthias De Lange Tinne Tuytelaars VLM 14 6 0 04 Apr 2022
Enabling hand gesture customization on wrist-worn devices Xuhai Xu Jun Gong Carolina Brum Lilian Liang Bongsoo Suh ... Heri Nieto Scott E. Hudson Charlie Maalouf S. Mousavi Gierad Laput 15 65 0 29 Mar 2022
Incremental Few-Shot Learning via Implanting and Compressing Yiting Li H. Zhu Xijia Feng Zilong Cheng Jun Ma Cheng Xiang P. Vadakkepat T. Lee CLL VLM 19 2 0 19 Mar 2022
Continual Learning with Invertible Generative Models Jary Pomponi Simone Scardapane A. Uncini BDL 30 3 0 11 Feb 2022
On the in vivo recognition of kidney stones using machine learning F. Lopez-Tiro V. Estrade Jacques Hubert Daniel Flores-Araiza M. González-Mendoza Gilberto Ochoa C. Daul 27 27 0 21 Jan 2022
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers Wenju Sun Qingyong Li Jing Zhang Danyu Wang Wen Wang Yangli-ao Geng BDL 19 3 0 05 Jan 2022
Provable Lifelong Learning of Representations Xinyuan Cao Weiyang Liu Santosh Vempala CLL 17 13 0 27 Oct 2021
Subspace Regularizers for Few-Shot Class Incremental Learning Afra Feyza Akyürek Ekin Akyürek Derry Wijaya Jacob Andreas CLL 17 59 0 13 Oct 2021
Fine-Grained Adversarial Semi-supervised Learning Daniele Mugnai F. Pernici F. Turchini A. Bimbo 22 8 0 12 Oct 2021
Avoiding Forgetting and Allowing Forward Transfer in Continual Learning via Sparse Networks Ghada Sokar D. Mocanu Mykola Pechenizkiy CLL 8 8 0 11 Oct 2021
Memory-Free Generative Replay For Class-Incremental Learning Xiaomeng Xin Yiran Zhong Yunzhong Hou Jinjun Wang Liang Zheng 19 8 0 01 Sep 2021
Generative Feature-driven Image Replay for Continual Learning Kevin Thandiackal Tiziano Portenier Andrea Giovannini M. Gabrani O. Goksel CLL VLM DiffM 11 9 0 09 Jun 2021
Supervised Contrastive Replay: Revisiting the Nearest Class Mean Classifier in Online Class-Incremental Continual Learning Zheda Mai Ruiwen Li Hyunwoo J. Kim Scott Sanner CLL 17 180 0 22 Mar 2021
Continual Learning for Blind Image Quality Assessment Weixia Zhang Dingquan Li Chao Ma Guangtao Zhai Xiaokang Yang Kede Ma VLM 17 86 0 19 Feb 2021
Self-Supervised Features Improve Open-World Learning A. Dhamija T. Ahmad Jonathan Schwan Mohsen Jafarzadeh Chunchun Li Terrance E. Boult SSL 14 13 0 15 Feb 2021
Adversarial Continual Learning Sayna Ebrahimi Franziska Meier Roberto Calandra Trevor Darrell Marcus Rohrbach CLL VLM 147 197 0 21 Mar 2020