Continual / incremental / lifelong learning methods implemented by PyTorch. Especially the methods based on memory replay.
☆53May 8, 2023Updated 2 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
Sorting:
- An Incremental Learning, Continual Learning, and Life-Long Learning Repository☆606May 11, 2024Updated last year
- Towards increasing stability of neural networks for continual learning: https://arxiv.org/abs/2006.06958.pdf (NeurIPS'20)☆76Mar 25, 2023Updated 2 years ago
- A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), S…☆417May 30, 2023Updated 2 years ago
- Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase …☆205Jun 3, 2021Updated 4 years ago
- PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)☆473Apr 10, 2025Updated 10 months ago
- Implementation of Learning without Forgetting paper☆131Mar 11, 2021Updated 4 years ago
- ☆269Sep 29, 2021Updated 4 years ago
- Open-source code for our paper: Unified Probabilistic Deep Continual Learning through Generative Replay and Open Set Recognition☆65Apr 1, 2022Updated 3 years ago
- Learning a Unified Classifier Incrementally via Rebalancing☆194Apr 23, 2021Updated 4 years ago
- PyTorch implementation of our NeurIPS 2021 paper "Class-Incremental Learning via Dual Augmentation"☆40Aug 7, 2022Updated 3 years ago
- OnlineEWC and EWC++ implementations, the online versions of Elastic weight consolidation☆11Sep 4, 2019Updated 6 years ago
- The code repository for "Multi-layer Rehearsal Feature Augmentation for Class-Incremental Learning" (ICML24)☆11Jun 7, 2024Updated last year
- ☆23May 12, 2021Updated 4 years ago
- A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).☆407Oct 3, 2023Updated 2 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
- 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
- 📝 🎉 A curated list of awesome papers for incremental learning with pre-trained models☆58Jun 9, 2025Updated 9 months ago
- Code for "Continual Learning of Object Instances", Implemented in PyTorch, https://arxiv.org/abs/2004.10862☆11Jun 12, 2020Updated 5 years ago
- Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.☆561May 26, 2023Updated 2 years ago
- PyCIL: A Python Toolbox for Class-Incremental Learning☆1,059Jan 29, 2026Updated last month
- Official TensorFlow implementation of "RECALL: Replay-based Continual Learning in Semantic Segmentation", ICCV 2021☆19Oct 7, 2021Updated 4 years ago
- ☆15Feb 27, 2024Updated 2 years ago
- The code for Joint Neural Architecture Search and Quantization☆14Apr 10, 2019Updated 6 years ago
- The code repository for "Co-Transport for Class-Incremental Learning" (ACM MM'21) in PyTorch.☆13Dec 24, 2021Updated 4 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
- ☆59Mar 23, 2022Updated 3 years ago
- Relevant papers in Continual Learning☆741Jul 25, 2023Updated 2 years ago
- Structured Binary Neural Networks for Image Recognition☆16Oct 12, 2022Updated 3 years ago
- The Official Code of CPR (ICLR 2021)☆15Oct 14, 2021Updated 4 years ago
- Code to reproduce the results from the paper "Continual Learning of Neural Networks for Quality Prediction in Production using Memory Awa…☆15Apr 19, 2021Updated 4 years ago
- Code for the paper "Incremental Learning Techniques for Semantic Segmentation", Michieli U. and Zanuttigh P., ICCVW, 2019☆61Nov 18, 2020Updated 5 years ago
- [ITSC 2020] Class-Incremental Learning for Semantic Segmentation Re-Using Neither Old Data Nor Old Labels☆35Nov 18, 2020Updated 5 years ago
- Tensorflow Implementation on Paper [AAAI2020]Semi-Supervised Learning under Class Distribution Mismatch☆15Apr 20, 2021Updated 4 years ago
- code for paper "Ju Xu, Zhanxing Zhu. Reinforced Continual Learning. NIPS 2018."☆37Feb 17, 2019Updated 7 years ago
- This is a public repository for:☆39Aug 11, 2021Updated 4 years ago
- The implementation code for Uncertainty-based Continual Learning with Adaptive Regularization (Neurips 2019)☆36May 25, 2021Updated 4 years ago
- Energy-Based Models for Continual Learning Official Repository (PyTorch)☆44Sep 13, 2022Updated 3 years ago
- The code repository for "Task-Agnostic Guided Feature Expansion for Class-Incremental Learning" (CVPR25)☆25Dec 31, 2025Updated 2 months ago
- Class Incremental learning, Task Incremental Learning☆17Dec 19, 2022Updated 3 years ago