PyCIL: A Python Toolbox for Class-Incremental Learning

23 December 2021

Da-Wei Zhou

Han-Jia Ye

Papers citing "PyCIL: A Python Toolbox for Class-Incremental Learning"

50 / 55 papers shown

Title
Low-Complexity Inference in Continual Learning via Compressed Knowledge Transfer Zhenrong Liu J. Huttunen M. Honkala CLL 49 0 0 13 May 2025
CMIP-CIL: A Cross-Modal Benchmark for Image-Point Class Incremental Learning Chao Qi Jianqin Yin Ren Zhang CLL 3DPC VLM 33 0 0 11 Apr 2025
LoRAX: LoRA eXpandable Networks for Continual Synthetic Image Attribution Danielle Sullivan-Pao Nicole Tian Pooya Khorrami CLL 57 0 0 10 Apr 2025
Reducing Class-wise Confusion for Incremental Learning with Disentangled Manifolds Huitong Chen Yu Wang Yan Fan Guosong Jiang Q. Hu CLL 44 0 0 22 Mar 2025
OpenEarthSensing: Large-Scale Fine-Grained Benchmark for Open-World Remote Sensing Xiang Xiang Zhuo Xu Yao Deng Qinhao Zhou Yifan Liang Ke Chen Qingfang Zheng Yaowei Wang Xilin Chen Wen Gao VLM 48 0 0 28 Feb 2025
On the Computation of the Fisher Information in Continual Learning Gido M. van de Ven FedML 50 1 0 17 Feb 2025
Continual Learning on a Data Diet Elif Ceren Gok Yildirim Murat Onur Yildirim Joaquin Vanschoren CLL 20 0 0 23 Oct 2024
Hybrid Memory Replay: Blending Real and Distilled Data for Class Incremental Learning Jiangtao Kong Jiacheng Shi Ashley Gao Shaohan Hu Tianyi Zhou Huajie Shao VLM DD 36 1 0 20 Oct 2024
Task-recency bias strikes back: Adapting covariances in Exemplar-Free Class Incremental Learning Grzegorz Rype'sć Sebastian Cygert Tomasz Trzciñski Bartłomiej Twardowski 30 4 0 26 Sep 2024
Adaptive Margin Global Classifier for Exemplar-Free Class-Incremental Learning Zhongren Yao Xiaobin Chang 23 0 0 20 Sep 2024
Joint Input and Output Coordination for Class-Incremental Learning Shuai Wang Yibing Zhan Yong Luo Han Hu Wei Yu Yonggang Wen Dacheng Tao CLL 35 2 0 09 Sep 2024
Diffusion Model Meets Non-Exemplar Class-Incremental Learning and Beyond Jichuan Zhang Yali Li Xin Liu Shengjin Wang DiffM 41 0 0 06 Aug 2024
Distribution-Level Memory Recall for Continual Learning: Preserving Knowledge and Avoiding Confusion Shaoxu Cheng Kanglei Geng Chiyuan He Zihuan Qiu Linfeng Xu Heqian Qiu Lanxiao Wang Qingbo Wu Fanman Meng Hongliang Li CLL 24 0 0 04 Aug 2024
iNeMo: Incremental Neural Mesh Models for Robust Class-Incremental Learning Tom Fischer Yaoyao Liu Artur Jesslen Noor Ahmed Prakhar Kaushik Angtian Wang Alan L. Yuille Adam Kortylewski Eddy Ilg CLL AI4CE 27 1 0 12 Jul 2024
Exemplar-free Continual Representation Learning via Learnable Drift Compensation Alex Gomez-Villa Dipam Goswami Kai Wang Andrew D. Bagdanov Bartlomiej Twardowski Joost van de Weijer CLL SSL 29 9 0 11 Jul 2024
Parameterizing Federated Continual Learning for Reproducible Research Bart Cox Jeroen Galjaard Aditya Shankar Jérémie Decouchant Lydia Y. Chen FedML 40 0 0 04 Jun 2024
Resurrecting Old Classes with New Data for Exemplar-Free Continual Learning Dipam Goswami Albin Soutif--Cormerais Yuyang Liu Sandesh Kamath Bartlomiej Twardowski J. Weijer AAML 30 12 0 29 May 2024
Rethinking Class-Incremental Learning from a Dynamic Imbalanced Learning Perspective Leyuan Wang Liuyu Xiang Yunlong Wang Huijia Wu Zhaofeng He CLL 22 0 0 24 May 2024
Adversarially Diversified Rehearsal Memory (ADRM): Mitigating Memory Overfitting Challenge in Continual Learning Hikmat Khan Ghulam Rasool N. Bouaynaya AAML 23 0 0 20 May 2024
Dynamic Feature Learning and Matching for Class-Incremental Learning Sunyuan Qiang Yanyan Liang Jun Wan Du Zhang CLL 38 3 0 14 May 2024
Revisiting Neural Networks for Continual Learning: An Architectural Perspective Aojun Lu Tao Feng Hangjie Yuan Xiaotian Song Yanan Sun 42 7 0 23 Apr 2024
Future-Proofing Class-Incremental Learning Quentin Jodelet Xin Liu Yin Jun Phua Tsuyoshi Murata VLM 34 2 0 04 Apr 2024
Make Continual Learning Stronger via C-Flat Ang Bian Wei Li Hangjie Yuan Chengrong Yu Zixiang Zhao Mang Wang Aojun Lu Tao Feng 26 9 0 01 Apr 2024
Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental Learning Da-Wei Zhou Hai-Long Sun Han-Jia Ye De-Chuan Zhan CLL 38 51 0 18 Mar 2024
Hyperparameters in Continual Learning: A Reality Check Sungmin Cha Kyunghyun Cho CLL 71 2 0 14 Mar 2024
Neuro-mimetic Task-free Unsupervised Online Learning with Continual Self-Organizing Maps Hitesh U. Vaidya Travis J. Desell A. Mali Alexander Ororbia CLL 21 2 0 19 Feb 2024
TaE: Task-aware Expandable Representation for Long Tail Class Incremental Learning Linjie Li S. Liu Zhenyu Wu JI yang CLL 37 0 0 08 Feb 2024
Divide and not forget: Ensemble of selectively trained experts in Continual Learning Grzegorz Rype'sć Sebastian Cygert Valeriya Khan Tomasz Trzciñski Bartosz Zieliñski Bartlomiej Twardowski CLL 24 28 0 18 Jan 2024
Continual Adversarial Defense Qian Wang Yaoyao Liu Hefei Ling Yingwei Li Qihao Liu Ping Li AAML 54 3 0 15 Dec 2023
Efficient Expansion and Gradient Based Task Inference for Replay Free Incremental Learning Soumya Roy Vinay K. Verma Deepak Gupta CLL 29 2 0 02 Dec 2023
Prompt-Based Exemplar Super-Compression and Regeneration for Class-Incremental Learning Ruxiao Duan Yaoyao Liu Jieneng Chen Adam Kortylewski Alan L. Yuille DiffM VLM 25 1 0 30 Nov 2023
TiC-CLIP: Continual Training of CLIP Models Saurabh Garg Mehrdad Farajtabar Hadi Pouransari Raviteja Vemulapalli Sachin Mehta Oncel Tuzel Vaishaal Shankar Fartash Faghri VLM CLIP 31 26 0 24 Oct 2023
FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual Learning Dipam Goswami Yuyang Liu Bartlomiej Twardowski Joost van de Weijer CLL 27 52 0 25 Sep 2023
Looking through the past: better knowledge retention for generative replay in continual learning Valeriya Khan Sebastian Cygert Kamil Deja Tomasz Trzciñski Bartlomiej Twardowski 26 7 0 18 Sep 2023
PILOT: A Pre-Trained Model-Based Continual Learning Toolbox Hai-Long Sun Da-Wei Zhou Han-Jia Ye De-Chuan Zhan CLL 100 27 0 13 Sep 2023
Dynamic Residual Classifier for Class Incremental Learning Xiu-yan Chen Xiaobin Chang 25 16 0 25 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 28 2 0 23 Aug 2023
Adapt Your Teacher: Improving Knowledge Distillation for Exemplar-free Continual Learning Filip Szatkowski Mateusz Pyla Marcin Przewiȩźlikowski Sebastian Cygert Bartlomiej Twardowski Tomasz Trzciñski CLL 27 10 0 18 Aug 2023
Class Incremental Learning with Self-Supervised Pre-Training and Prototype Learning Wenzhuo Liu Xinjian Wu Fei Zhu Mingming Yu Chuan Wang Cheng-Lin Liu SSL CLL 34 11 0 04 Aug 2023
Revisiting Distillation for Continual Learning on Visual Question Localized-Answering in Robotic Surgery Long Bai Mobarakol Islam Hongliang Ren 29 18 0 22 Jul 2023
Active Class Selection for Few-Shot Class-Incremental Learning Christopher McClurg Ali Ayub Harsh Tyagi Sarah M. Rajtmajer Alan R. Wagner CLL 27 1 0 05 Jul 2023
Learning without Forgetting for Vision-Language Models Da-Wei Zhou Yuanhan Zhang Jingyi Ning Jingyi Ning De-Chuan Zhan De-Chuan Zhan Ziwei Liu VLM CLL 69 37 0 30 May 2023
Gen-L-Video: Multi-Text to Long Video Generation via Temporal Co-Denoising Fu Lee Wang Wenshuo Chen Guanglu Song Han-Jia Ye Yu Liu Hongsheng Li VGen DiffM 45 88 0 29 May 2023
Few-shot Class-incremental Audio Classification Using Adaptively-refined Prototypes Wei-xin Xie Yanxiong Li Qianhua He Wenchang Cao Tuomas Virtanen CLL 22 6 0 29 May 2023
Condensed Prototype Replay for Class Incremental Learning Jiangtao Kong Zhenyu Zong Tianyi Zhou Huajie Shao 16 2 0 25 May 2023
Mole Recruitment: Poisoning of Image Classifiers via Selective Batch Sampling Ethan Wisdom Tejas Gokhale Chaowei Xiao Yezhou Yang 18 0 0 30 Mar 2023
AdaCL:Adaptive Continual Learning Elif Ceren Gok Murat Onur Yildirim Mert Kilickaya Joaquin Vanschoren CLL 44 1 0 23 Mar 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
Towards Continual Egocentric Activity Recognition: A Multi-modal Egocentric Activity Dataset for Continual Learning Linfeng Xu Qingbo Wu Lili Pan Fanman Meng Hongliang Li Chiyuan He Hanxin Wang Shaoxu Cheng Yunshu Dai EgoV HAI 25 23 0 26 Jan 2023
Progressive Learning without Forgetting Tao Feng Hangjie Yuan Mang Wang Ziyuan Huang Ang Bian Jianzhou Zhang CLL KELM 42 4 0 28 Nov 2022