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:
- The code repository for "Multi-layer Rehearsal Feature Augmentation for Class-Incremental Learning" (ICML24)☆12Jun 7, 2024Updated 2 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 incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).☆411Oct 3, 2023Updated 3 years ago
- Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase …☆204Jun 3, 2021Updated 5 years ago
- PyTorch implementation of our NeurIPS 2021 paper "Class-Incremental Learning via Dual Augmentation"☆39Aug 7, 2022Updated 4 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- An Incremental Learning, Continual Learning, and Life-Long Learning Repository☆615May 11, 2024Updated 2 years ago
- A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), S…☆426May 30, 2023Updated 3 years ago
- OnlineEWC and EWC++ implementations, the online versions of Elastic weight consolidation☆10Sep 4, 2019Updated 7 years ago
- The code repository for "Co-Transport for Class-Incremental Learning" (ACM MM'21) in PyTorch.☆13Dec 24, 2021Updated 4 years ago
- Implementation of Learning without Forgetting paper☆130Mar 11, 2021Updated 5 years ago
- PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)☆473Apr 10, 2025Updated last year
- Rank3 Code for ISIC 2018: Skin Lesion Analysis Towards Melanoma Detection, Task 3☆61Aug 11, 2020Updated 6 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
- PyTorch implementation of the computer vision related part of the paper "Unsupervised Data Augmentation for Consistency Training".☆10Mar 26, 2020Updated 6 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Implementation of EWC introduced by "Overcoming catastrophic forgetting in neural networks"☆16Jun 9, 2017Updated 9 years ago
- PyCIL: A Python Toolbox for Class-Incremental Learning☆1,120Jan 29, 2026Updated 9 months ago
- This is a public repository for:☆38Aug 11, 2021Updated 5 years ago
- Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.☆570May 26, 2023Updated 3 years ago
- ☆61Mar 23, 2022Updated 4 years ago
- Code for "Continual Learning of Object Instances", Implemented in PyTorch, https://arxiv.org/abs/2004.10862☆11Jun 12, 2020Updated 6 years ago
- Code to reproduce the experiments of "Rethinking Experience Replay: a Bag of Tricks for Continual Learning"☆54Feb 16, 2023Updated 3 years ago
- Pytorch implementation for "The Surprising Positive Knowledge Transfer in Continual 3D Object Shape Reconstruction"☆33Sep 9, 2022Updated 4 years ago
- Official repository of the paper 'Essentials for Class Incremental Learning'☆41Sep 16, 2021Updated 5 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Official TensorFlow implementation of "RECALL: Replay-based Continual Learning in Semantic Segmentation", ICCV 2021☆20Oct 7, 2021Updated 5 years ago
- Pytorch code for CVPR2021 paper "Few-Shot Incremental Learning with Continually Evolved Classifiers"☆172Jun 22, 2021Updated 5 years ago
- ☆102Aug 7, 2022Updated 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
- 📝 🎉 A curated list of awesome papers for incremental learning with pre-trained models☆57Jun 9, 2025Updated last year
- Adversarial Continual Learning for Multi-Domain Hippocampal Segmentation☆14Jul 20, 2021Updated 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
- ☆15Feb 27, 2024Updated 2 years ago
- The code repository for "Task-Agnostic Guided Feature Expansion for Class-Incremental Learning" (CVPR25)☆28Dec 31, 2025Updated 10 months ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- Lifelong Learning with Dynamically Expandable Networks, ICLR 2018☆161May 4, 2020Updated 6 years ago
- Evaluate three types of task shifting with popular continual learning algorithms.☆530Apr 26, 2021Updated 5 years ago
- Codebase for Continual Prototype Evolution (CoPE) to attain perpetually representative prototypes for online and non-stationary datastrea…☆44Mar 21, 2022Updated 4 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
- Proxy-based Contrastive Replay for Online Class-Incremental Continual Learning☆27Feb 27, 2026Updated 8 months ago
- ☆25May 12, 2021Updated 5 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