Continual / incremental / lifelong learning methods implemented by PyTorch. Especially the methods based on memory replay.
☆53May 8, 2023Updated 3 years ago
Alternatives and similar repositories for continual-learning-reproduce
Users that are interested in continual-learning-reproduce are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase …☆205Jun 3, 2021Updated 4 years ago
- Towards increasing stability of neural networks for continual learning: https://arxiv.org/abs/2006.06958.pdf (NeurIPS'20)☆77Mar 25, 2023Updated 3 years ago
- A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), S…☆421May 30, 2023Updated 2 years ago
- An Incremental Learning, Continual Learning, and Life-Long Learning Repository☆608May 11, 2024Updated last year
- OnlineEWC and EWC++ implementations, the online versions of Elastic weight consolidation☆11Sep 4, 2019Updated 6 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- PyTorch implementation of our NeurIPS 2021 paper "Class-Incremental Learning via Dual Augmentation"☆40Aug 7, 2022Updated 3 years ago
- PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)☆471Apr 10, 2025Updated last year
- ☆272Sep 29, 2021Updated 4 years ago
- Implementation of Learning without Forgetting paper☆133Mar 11, 2021Updated 5 years ago
- Learning a Unified Classifier Incrementally via Rebalancing☆196Apr 23, 2021Updated 5 years ago
- External Knowledge Injection for CLIP-Based Class-Incremental Learning (ICCV 2025)☆56Nov 19, 2025Updated 5 months ago
- Implementation of EWC introduced by "Overcoming catastrophic forgetting in neural networks"☆17Jun 9, 2017Updated 8 years ago
- Open-source code for our paper: Unified Probabilistic Deep Continual Learning through Generative Replay and Open Set Recognition☆65Apr 1, 2022Updated 4 years ago
- Benchmarking continual learning techniques for Human Activity Recognition data. We offer interesting insights on how the performance tech…☆52Nov 23, 2023Updated 2 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- The code repository for "Multi-layer Rehearsal Feature Augmentation for Class-Incremental Learning" (ICML24)☆11Jun 7, 2024Updated last year
- Rank3 Code for ISIC 2018: Skin Lesion Analysis Towards Melanoma Detection, Task 3☆55Aug 11, 2020Updated 5 years ago
- PyTorch implementation of the computer vision related part of the paper "Unsupervised Data Augmentation for Consistency Training".☆10Mar 26, 2020Updated 6 years ago
- PyCIL: A Python Toolbox for Class-Incremental Learning☆1,079Jan 29, 2026Updated 3 months ago
- A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).☆411Oct 3, 2023Updated 2 years ago
- Code for "Continual Learning of Object Instances", Implemented in PyTorch, https://arxiv.org/abs/2004.10862☆11Jun 12, 2020Updated 5 years ago
- CVPR2021: Out-of-Distribution Detection Using Union of 1-Dimensional Subspaces☆22Jul 28, 2021Updated 4 years ago
- Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.☆565May 26, 2023Updated 2 years ago
- Reproduction of popular methods for class-incremental learning in image recognition and proposal of a new variant.☆10Jan 21, 2021Updated 5 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Official repository of the paper 'Essentials for Class Incremental Learning'☆41Sep 16, 2021Updated 4 years ago
- ☆102Aug 7, 2022Updated 3 years ago
- Official Implementation of CVPR 2022 paper: "Mimicking the Oracle: An Initial Phase Decorrelation Approach for Class Incremental Learning…☆35Feb 10, 2023Updated 3 years ago
- [ICCV 2023 Oral] Official PyTorch implementation of our paper for semi-supervised continual learning "A soft nearest-neighbor framework f…☆25Dec 17, 2024Updated last year
- ☆15Feb 27, 2024Updated 2 years ago
- ☆23May 12, 2021Updated 4 years ago
- PyTorch implementation of various methods for continual learning (XdG, EWC, SI, LwF, FROMP, DGR, BI-R, ER, A-GEM, iCaRL, Generative Class…☆1,853Nov 5, 2025Updated 6 months ago
- Lifelong Learning with Dynamically Expandable Networks, ICLR 2018☆161May 4, 2020Updated 6 years ago
- Adversarial Continual Learning for Multi-Domain Hippocampal Segmentation☆14Jul 20, 2021Updated 4 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- ECHO is a semi-supervised framework for classifying evolving data streams based on our previous approach SAND. The most expensive module …☆12Dec 25, 2017Updated 8 years ago
- Pytorch version for DAC (ICCV2017)☆12Nov 29, 2019Updated 6 years ago
- pytorch implementation of Large Scale Incremental Learning☆66Aug 2, 2020Updated 5 years ago
- Proxy-based Contrastive Replay for Online Class-Incremental Continual Learning☆27Feb 27, 2026Updated 2 months ago
- Relevant papers in Continual Learning☆741Jul 25, 2023Updated 2 years ago
- This is a public repository for:☆38Aug 11, 2021Updated 4 years ago
- The code for Joint Neural Architecture Search and Quantization☆14Apr 10, 2019Updated 7 years ago