ContinualAI / continual-learning-baselinesLinks
Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies.
☆294Updated last year
Alternatives and similar repositories for continual-learning-baselines
Users that are interested in continual-learning-baselines are comparing it to the libraries listed below
Sorting:
- A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), S…☆403Updated 2 years ago
- Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.☆551Updated 2 years ago
- Evaluate three types of task shifting with popular continual learning algorithms.☆519Updated 4 years ago
- Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase …☆202Updated 4 years ago
- Continual Learning papers list, curated by ContinualAI☆635Updated last year
- Relevant papers in Continual Learning☆729Updated last year
- A clean and simple data loading library for Continual Learning☆430Updated last year
- An Extendible (General) Continual Learning Framework based on Pytorch - official codebase of Dark Experience for General Continual Learni…☆684Updated this week
- A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR…☆238Updated last year
- A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).☆404Updated last year
- Class-Incremental Learning: A Survey (TPAMI 2024)☆254Updated 6 months ago
- Awesome Few-Shot Class-Incremental Learning☆239Updated last year
- PyTorch implementation of a VAE-based generative classifier, as well as other class-incremental learning methods that do not store data (…☆77Updated 2 years ago
- The official PyTorch code for 'DER: Dynamically Expandable Representation for Class Incremental Learning' accepted by CVPR2021☆162Updated 3 years ago
- Continual Learning with Hypernetworks. A continual learning approach that has the flexibility to learn a dedicated set of parameters, fin…☆164Updated 3 years ago
- Overcoming catastrophic forgetting with hard attention to the task☆214Updated 6 years ago
- ☆177Updated 3 years ago
- ☆99Updated 2 years ago
- PyTorch Implementation of iCaRL☆115Updated 6 years ago
- A paper list of our recent survey on continual learning, and other useful resources in this field.☆82Updated last year
- Co^2L: Contrastive Continual Learning (ICCV2021)☆96Updated 3 years ago
- 🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox☆440Updated last month
- Implementation of Learning without Forgetting paper☆132Updated 4 years ago
- Continual / incremental / lifelong learning methods implemented by PyTorch. Especially the methods based on memory replay.☆53Updated 2 years ago
- Code for "A Comprehensive Empirical Evaluation on Online Continual Learning" ICCVW 2023 VCL Workshop☆38Updated last year
- PyCIL: A Python Toolbox for Class-Incremental Learning☆934Updated last month
- Official [ICLR] Code Repository for "Gradient Projection Memory for Continual Learning"☆90Updated 3 years ago
- Learning to Prompt (L2P) for Continual Learning @ CVPR22 and DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ …☆447Updated 10 months ago
- PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)☆466Updated last month
- A curated list of Continual Learning papers and BibTeX entries☆181Updated 7 months ago