xialeiliu / Awesome-Incremental-LearningView external linksLinks
Awesome Incremental Learning
☆4,394Jan 29, 2026Updated 2 weeks ago
Alternatives and similar repositories for Awesome-Incremental-Learning
Users that are interested in Awesome-Incremental-Learning are comparing it to the libraries listed below
Sorting:
- PyTorch implementation of various methods for continual learning (XdG, EWC, SI, LwF, FROMP, DGR, BI-R, ER, A-GEM, iCaRL, Generative Class…☆1,823Nov 5, 2025Updated 3 months ago
- PyCIL: A Python Toolbox for Class-Incremental Learning☆1,056Jan 29, 2026Updated 2 weeks ago
- An Incremental Learning, Continual Learning, and Life-Long Learning Repository☆606May 11, 2024Updated last year
- Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.☆560May 26, 2023Updated 2 years ago
- PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)☆471Apr 10, 2025Updated 10 months ago
- Relevant papers in Continual Learning☆741Jul 25, 2023Updated 2 years ago
- An Extendible (General) Continual Learning Framework based on Pytorch - official codebase of Dark Experience for General Continual Learni…☆780Nov 22, 2025Updated 2 months ago
- A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).☆408Oct 3, 2023Updated 2 years ago
- A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), S…☆419May 30, 2023Updated 2 years ago
- Evaluate three types of task shifting with popular continual learning algorithms.☆524Apr 26, 2021Updated 4 years ago
- Avalanche: an End-to-End Library for Continual Learning based on PyTorch.☆2,022Mar 11, 2025Updated 11 months ago
- Continual Learning papers list, curated by ContinualAI☆690Apr 22, 2024Updated last year
- 🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox☆562Jan 29, 2026Updated 2 weeks ago
- ☆177Feb 21, 2022Updated 3 years ago
- A clean and simple data loading library for Continual Learning☆446Jun 25, 2023Updated 2 years ago
- Awesome Few-Shot Class-Incremental Learning☆248Jan 14, 2024Updated 2 years ago
- Learning a Unified Classifier Incrementally via Rebalancing☆194Apr 23, 2021Updated 4 years ago
- Learning to Prompt (L2P) for Continual Learning @ CVPR22 and DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ …☆473Jul 30, 2024Updated last year
- A list of papers, blogs, datasets and software in the field of lifelong/continual machine learning☆295Mar 6, 2021Updated 4 years ago
- ☆269Sep 29, 2021Updated 4 years ago
- Semantic Drift Compensation for Class-Incremental Learning (CVPR2020)☆120Aug 11, 2020Updated 5 years ago
- A curated list of Continual Learning papers and BibTeX entries☆201Oct 21, 2024Updated last year
- A collection of AWESOME things about domain adaptation☆5,402Dec 8, 2025Updated 2 months ago
- Class-Incremental Learning: A Survey (TPAMI 2024)☆278Nov 7, 2024Updated last year
- Official repository for Few-Shot Class-Incremental Learning (FSCIL)☆248Sep 20, 2020Updated 5 years ago
- The official PyTorch code for 'DER: Dynamically Expandable Representation for Class Incremental Learning' accepted by CVPR2021☆169Oct 29, 2021Updated 4 years ago
- Dynamic Token Expansion with Continual Transformers, accepted at CVPR 2022☆148Jun 30, 2022Updated 3 years ago
- A curated list of awesome self-supervised methods☆6,361Jul 3, 2024Updated last year
- Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase …☆205Jun 3, 2021Updated 4 years ago
- Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and o…☆329Feb 20, 2024Updated last year
- Overcoming catastrophic forgetting with hard attention to the task☆220Jan 23, 2019Updated 7 years ago
- Implementation for the paper "Adversarial Continual Learning" in PyTorch.☆255May 25, 2023Updated 2 years ago
- Pytorch code for CVPR2021 paper "Few-Shot Incremental Learning with Continually Evolved Classifiers"☆167Jun 22, 2021Updated 4 years ago
- A curated list of papers & resources linked to open set recognition, out-of-distribution, open set domain adaptation and open world recog…☆1,199Mar 1, 2024Updated last year
- Official implementation of the Averaged Gradient Episodic Memory (A-GEM) in Tensorflow☆208Oct 12, 2021Updated 4 years ago
- ICCV 2019 Overcoming Catastrophic Forgetting with Unlabeled Data in the Wild☆80Nov 30, 2022Updated 3 years ago
- PyTorch implementation of our CVPR2021 (oral) paper "Prototype Augmentation and Self-Supervision for Incremental Learning"☆119May 13, 2023Updated 2 years ago
- A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. TPAMI, 2024.☆350Jan 27, 2026Updated 3 weeks ago
- Awesome Knowledge-Distillation. 分类整理的知识蒸馏paper(2014-2021)。☆2,654May 30, 2023Updated 2 years ago