aimagelab / mammoth
An Extendible (General) Continual Learning Framework based on Pytorch - official codebase of Dark Experience for General Continual Learning
☆572Updated 2 months ago
Related projects ⓘ
Alternatives and complementary repositories for mammoth
- Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.☆528Updated last year
- A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), S…☆381Updated last year
- Continual Learning papers list, curated by ContinualAI☆580Updated 6 months ago
- Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and o…☆261Updated 9 months ago
- A clean and simple data loading library for Continual Learning☆416Updated last year
- Evaluate three types of task shifting with popular continual learning algorithms.☆508Updated 3 years ago
- PyCIL: A Python Toolbox for Class-Incremental Learning☆819Updated 2 weeks ago
- A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).☆388Updated last year
- Relevant papers in Continual Learning☆720Updated last year
- Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase …☆197Updated 3 years ago
- An Incremental Learning, Continual Learning, and Life-Long Learning Repository☆556Updated 6 months ago
- PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)☆461Updated last year
- PyTorch implementation of various methods for continual learning (XdG, EWC, SI, LwF, FROMP, DGR, BI-R, ER, A-GEM, iCaRL, Generative Class…☆1,584Updated 8 months ago
- Learning to Prompt (L2P) for Continual Learning @ CVPR22 and DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ …☆414Updated 3 months ago
- Awesome Few-Shot Class-Incremental Learning☆228Updated 10 months ago
- Avalanche: an End-to-End Library for Continual Learning based on PyTorch.☆1,785Updated 3 weeks ago
- Class-Incremental Learning: A Survey (TPAMI 2024)☆215Updated 2 weeks ago
- 🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox☆311Updated 2 weeks ago
- A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR…☆227Updated last year
- The official PyTorch code for 'DER: Dynamically Expandable Representation for Class Incremental Learning' accepted by CVPR2021☆156Updated 3 years ago
- Official repository for Few-Shot Class-Incremental Learning (FSCIL)☆227Updated 4 years ago
- A list of papers that studies Novel Class Discovery☆438Updated 2 months ago
- A curated list of Continual Learning papers and BibTeX entries☆160Updated last month
- A curated list of papers in Test-time Adaptation, Test-time Training and Source-free Domain Adaptation☆466Updated 4 months ago
- PyContinual (An Easy and Extendible Framework for Continual Learning)☆299Updated 9 months ago
- Code for "A Comprehensive Empirical Evaluation on Online Continual Learning" ICCVW 2023 VCL Workshop☆37Updated 7 months ago
- ☆175Updated 2 years ago
- A paper list of our recent survey on continual learning, and other useful resources in this field.☆69Updated 9 months ago
- A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. TPAMI, 2024.☆235Updated last week
- Dynamic Token Expansion with Continual Transformers, accepted at CVPR 2022☆134Updated 2 years ago