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.
☆313Updated 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…☆414Updated 2 years ago
- Continual Learning papers list, curated by ContinualAI☆667Updated last year
- Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase …☆204Updated 4 years ago
- A clean and simple data loading library for Continual Learning☆440Updated 2 years ago
- An Extendible (General) Continual Learning Framework based on Pytorch - official codebase of Dark Experience for General Continual Learni…☆746Updated 2 months ago
- Evaluate three types of task shifting with popular continual learning algorithms.☆523Updated 4 years ago
- Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.☆555Updated 2 years ago
- Relevant papers in Continual Learning☆739Updated 2 years ago
- PyTorch implementation of a VAE-based generative classifier, as well as other class-incremental learning methods that do not store data (…☆78Updated 2 years ago
- A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).☆407Updated 2 years ago
- A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR…☆243Updated 2 years ago
- Continual Learning with Hypernetworks. A continual learning approach that has the flexibility to learn a dedicated set of parameters, fin…☆167Updated 3 years ago
- Code for "A Comprehensive Empirical Evaluation on Online Continual Learning" ICCVW 2023 VCL Workshop☆41Updated last year
- Class-Incremental Learning: A Survey (TPAMI 2024)☆264Updated 11 months ago
- Official [ICLR] Code Repository for "Gradient Projection Memory for Continual Learning"☆97Updated 4 years ago
- ☆101Updated 3 years ago
- Learning to Prompt (L2P) for Continual Learning @ CVPR22 and DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ …☆464Updated last year
- Awesome Few-Shot Class-Incremental Learning☆245Updated last year
- The official PyTorch code for 'DER: Dynamically Expandable Representation for Class Incremental Learning' accepted by CVPR2021☆165Updated 4 years ago
- a PyTorch Tutorial to Class-Incremental Learning | a Distributed Training Template of CIL with core code less than 100 lines.☆105Updated last month
- A paper list of our recent survey on continual learning, and other useful resources in this field.☆91Updated last year
- ☆177Updated 3 years ago
- PyTorch Implementation of iCaRL☆119Updated 6 years ago
- Implementation of Learning without Forgetting paper☆134Updated 4 years ago
- 🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox☆514Updated 2 months ago
- Overcoming catastrophic forgetting with hard attention to the task☆218Updated 6 years ago
- Co^2L: Contrastive Continual Learning (ICCV2021)☆98Updated 3 years ago
- PyCIL: A Python Toolbox for Class-Incremental Learning☆1,005Updated 2 months ago
- Elastic weight consolidation technique for incremental learning.☆149Updated 4 years ago
- PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)☆471Updated 6 months ago