srvCodes / continual-learning-benchmark
Benchmarking continual learning techniques for Human Activity Recognition data. We offer interesting insights on how the performance techniques vary with a domain other than images.
☆51Updated last year
Related projects ⓘ
Alternatives and complementary repositories for continual-learning-benchmark
- PyTorch implementation of a VAE-based generative classifier, as well as other class-incremental learning methods that do not store data (…☆73Updated last year
- PyTorch Implementation of iCaRL☆108Updated 5 years ago
- Continual / incremental / lifelong learning methods implemented by PyTorch. Especially the methods based on memory replay.☆49Updated last year
- PyTorch implementation of our CVPR2021 (oral) paper "Prototype Augmentation and Self-Supervision for Incremental Learning"☆105Updated last year
- pytorch implementation of Large Scale Incremental Learning☆64Updated 4 years ago
- ☆22Updated 2 years ago
- ☆175Updated 2 years ago
- Official repository for Few-Shot Class-Incremental Learning (FSCIL)☆226Updated 4 years ago
- Codebase for Continual Prototype Evolution (CoPE) to attain perpetually representative prototypes for online and non-stationary datastrea…☆43Updated 2 years ago
- ☆96Updated 2 years ago
- PyTorch implementation of our NeurIPS 2021 paper "Class-Incremental Learning via Dual Augmentation"☆33Updated 2 years ago
- Generative Feature Replay For Class-Incremental Learning☆36Updated 4 years ago
- ☆53Updated 2 years ago
- ☆35Updated 2 years ago
- Learning a Unified Classifier Incrementally via Rebalancing☆185Updated 3 years ago
- Forward Compatible Few-Shot Class-Incremental Learning (CVPR'22)☆118Updated last year
- Official repository for the paper "Self-Supervised Models are Continual Learners" (CVPR 2022)☆118Updated 2 years ago
- Co^2L: Contrastive Continual Learning (ICCV2021)☆90Updated 2 years ago
- This is the Pytorch implementation of LwF☆70Updated 3 years ago
- ☆71Updated last year
- The official PyTorch code for 'DER: Dynamically Expandable Representation for Class Incremental Learning' accepted by CVPR2021☆156Updated 3 years ago
- Code for our CVPR 2022 workshop paper "Towards Exemplar-Free Continual Learning in Vision Transformers"☆21Updated 2 years ago
- PyTorch code for the ICCV'21 paper: "Always Be Dreaming: A New Approach for Class-Incremental Learning"☆60Updated 2 years ago
- PyTorch implementation of "How to Train Your MAML to Excel in Few-Shot Classification"☆39Updated 4 months ago
- Implementation of Learning without Forgetting paper☆123Updated 3 years ago
- Code to reproduce the experiments of "Rethinking Experience Replay: a Bag of Tricks for Continual Learning"☆44Updated last year
- Semantic Drift Compensation for Class-Incremental Learning (CVPR2020)☆118Updated 4 years ago
- A pytorch implementation of CVPR 2019 paper Learning without Memorizing.☆17Updated 3 months ago
- Code for "Generalisation Guarantees for Continual Learning with Orthogonal Gradient Descent" (ICML 2020 - Lifelong Learning Workshop)☆41Updated 2 years ago