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 5 years ago
- Towards increasing stability of neural networks for continual learning: https://arxiv.org/abs/2006.06958.pdf (NeurIPS'20)☆78Mar 25, 2023Updated 3 years ago
- This is an Uncertainty Study Arxiv☆12Mar 4, 2025Updated last year
- OnlineEWC and EWC++ implementations, the online versions of Elastic weight consolidation☆11Sep 4, 2019Updated 6 years ago
- PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)☆471Apr 10, 2025Updated last year
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- ☆272Sep 29, 2021Updated 4 years ago
- PyTorch implementation of our NeurIPS 2021 paper "Class-Incremental Learning via Dual Augmentation"☆40Aug 7, 2022Updated 3 years ago
- Implementation of Learning without Forgetting paper☆133Mar 11, 2021Updated 5 years ago
- Learning a Unified Classifier Incrementally via Rebalancing☆197Apr 23, 2021Updated 5 years ago
- Open-source code for our paper: Unified Probabilistic Deep Continual Learning through Generative Replay and Open Set Recognition☆64Apr 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
- The code repository for "Multi-layer Rehearsal Feature Augmentation for Class-Incremental Learning" (ICML24)☆12Jun 7, 2024Updated 2 years ago
- Implementation of EWC introduced by "Overcoming catastrophic forgetting in neural networks"☆17Jun 9, 2017Updated 9 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
- 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.
- ☆61Mar 23, 2022Updated 4 years ago
- PyCIL: A Python Toolbox for Class-Incremental Learning☆1,096Jan 29, 2026Updated 6 months ago
- CVPR2021: Out-of-Distribution Detection Using Union of 1-Dimensional Subspaces☆22Jul 28, 2021Updated 5 years ago
- A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).☆410Oct 3, 2023Updated 2 years ago
- Code for "Continual Learning of Object Instances", Implemented in PyTorch, https://arxiv.org/abs/2004.10862☆11Jun 12, 2020Updated 6 years ago
- Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.☆567May 26, 2023Updated 3 years ago
- 📝 🎉 A curated list of awesome papers for incremental learning with pre-trained models☆57Jun 9, 2025Updated last year
- ☆102Aug 7, 2022Updated 3 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
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- Official repository of the paper 'Essentials for Class Incremental Learning'☆40Sep 16, 2021Updated 4 years ago
- Official TensorFlow implementation of "RECALL: Replay-based Continual Learning in Semantic Segmentation", ICCV 2021☆20Oct 7, 2021Updated 4 years ago
- Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and o…☆356Feb 20, 2024Updated 2 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 5 years ago
- Lifelong Learning with Dynamically Expandable Networks, ICLR 2018☆163May 4, 2020Updated 6 years ago
- [ITSC 2020] Class-Incremental Learning for Semantic Segmentation Re-Using Neither Old Data Nor Old Labels☆35Nov 18, 2020Updated 5 years ago
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- Evaluate three types of task shifting with popular continual learning algorithms.☆530Apr 26, 2021Updated 5 years ago
- Adversarial Continual Learning for Multi-Domain Hippocampal Segmentation☆14Jul 20, 2021Updated 5 years ago
- PyTorch implementation of various methods for continual learning (XdG, EWC, SI, LwF, FROMP, DGR, BI-R, ER, A-GEM, iCaRL, Generative Class…☆1,874Nov 5, 2025Updated 8 months ago
- 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
- Proxy-based Contrastive Replay for Online Class-Incremental Continual Learning☆27Feb 27, 2026Updated 5 months ago
- pytorch implementation of Large Scale Incremental Learning☆68Aug 2, 2020Updated 5 years ago
- Relevant papers in Continual Learning☆742Jul 25, 2023Updated 3 years ago