GMvandeVen / class-incremental-learningLinks
PyTorch implementation of a VAE-based generative classifier, as well as other class-incremental learning methods that do not store data (DGR, BI-R, EWC, SI, CWR, CWR+, AR1, the "labels trick", SLDA).
☆79Updated 2 years ago
Alternatives and similar repositories for class-incremental-learning
Users that are interested in class-incremental-learning are comparing it to the libraries listed below
Sorting:
- Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase …☆204Updated 4 years ago
- The official PyTorch code for 'DER: Dynamically Expandable Representation for Class Incremental Learning' accepted by CVPR2021☆167Updated 4 years ago
- ☆177Updated 3 years ago
- Codebase for Continual Prototype Evolution (CoPE) to attain perpetually representative prototypes for online and non-stationary datastrea…☆45Updated 3 years ago
- Official repository for Few-Shot Class-Incremental Learning (FSCIL)☆246Updated 5 years ago
- Official repository for the paper "Self-Supervised Models are Continual Learners" (CVPR 2022)☆124Updated 3 years ago
- Co^2L: Contrastive Continual Learning (ICCV2021)☆98Updated 3 years ago
- Code for our CVPR 2022 workshop paper "Towards Exemplar-Free Continual Learning in Vision Transformers"☆23Updated 3 years ago
- PyTorch Implementation of iCaRL☆118Updated 6 years ago
- PyTorch implementation of our CVPR2021 (oral) paper "Prototype Augmentation and Self-Supervision for Incremental Learning"☆117Updated 2 years ago
- Pytorch code for CVPR2021 paper "Few-Shot Incremental Learning with Continually Evolved Classifiers"☆165Updated 4 years ago
- The code repository for "A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning" (ICLR'23) in PyTorch☆46Updated 2 years ago
- Forward Compatible Few-Shot Class-Incremental Learning (CVPR'22)☆137Updated 2 years ago
- Implementation of Learning without Forgetting paper☆133Updated 4 years ago
- ☆60Updated 3 years ago
- Official [ICLR] Code Repository for "Gradient Projection Memory for Continual Learning"☆97Updated 4 years ago
- pytorch implementation of Large Scale Incremental Learning☆67Updated 5 years ago
- Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and o…☆318Updated last year
- Dynamic Token Expansion with Continual Transformers, accepted at CVPR 2022☆146Updated 3 years ago
- PyTorch code for the ICCV'21 paper: "Always Be Dreaming: A New Approach for Class-Incremental Learning"☆64Updated 3 years ago
- Code for the paper "Representational Continuity for Unsupervised Continual Learning" (ICLR 22)☆99Updated 2 years ago
- ☆101Updated 3 years ago
- Learning a Unified Classifier Incrementally via Rebalancing☆194Updated 4 years ago
- Continual / incremental / lifelong learning methods implemented by PyTorch. Especially the methods based on memory replay.☆53Updated 2 years ago
- Awesome Few-Shot Class-Incremental Learning☆247Updated last year
- Code to reproduce the experiments of "Rethinking Experience Replay: a Bag of Tricks for Continual Learning"☆51Updated 2 years ago
- A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR…☆246Updated 2 years ago
- Class-Incremental Learning: A Survey (TPAMI 2024)☆270Updated last year
- Codebase for "Online Continual Learning with Maximally Interfered Retrieval"☆105Updated 3 years ago
- PyTorch implementation of our NeurIPS 2021 paper "Class-Incremental Learning via Dual Augmentation"☆39Updated 3 years ago