Everything you need about Active Learning (AL).
☆970Jun 1, 2024Updated last year
Alternatives and similar repositories for awesome-active-learning
Users that are interested in awesome-active-learning are comparing it to the libraries listed below
Sorting:
- A curated list of awesome Active Learning☆796Oct 20, 2024Updated last year
- Deep Active Learning☆847Oct 3, 2022Updated 3 years ago
- This is a toolbox for Deep Active Learning, an extension from previous work https://github.com/ej0cl6/deep-active-learning (DeepAL toolbo…☆183May 6, 2024Updated last year
- Awesome Active Learning Paper List☆147Apr 23, 2024Updated last year
- PyTorch Library for Active Learning to accompany Human-in-the-Loop Machine Learning book☆984Dec 8, 2022Updated 3 years ago
- ☆1,163Dec 5, 2022Updated 3 years ago
- The official implementation of Active Learning by Feature Mixing (ALFA-Mix) paper☆87Nov 27, 2022Updated 3 years ago
- A modular active learning framework for Python☆2,339Feb 26, 2024Updated 2 years ago
- An implementation of the BADGE batch active learning algorithm.☆212Jun 5, 2024Updated last year
- Reproducing experimental results of LL4AL [Yoo et al. 2019 CVPR]☆222Aug 4, 2020Updated 5 years ago
- Deep Bayesian Active Learning with Image Data by Gal et al. (ICML 2017)☆46Apr 3, 2022Updated 3 years ago
- Active Learning on a Budget - Opposite Strategies Suit High and Low Budgets☆103Oct 22, 2024Updated last year
- Official implementation of our paper: Towards Robust and Reproducible Active Learning using Neural Networks, accepted at CVPR 2022.☆69Aug 16, 2023Updated 2 years ago
- Code for Multiple Instance Active Learning for Object Detection, CVPR 2021☆340Apr 21, 2023Updated 2 years ago
- A list of active learning methods for deep learning.☆64Jan 14, 2024Updated 2 years ago
- A PyTorch toolkit with 8 popular deep active learning query methods implemented.☆90Sep 14, 2021Updated 4 years ago
- 主动学习(Active Learning)框架,实现了多个主动学习策略,包括:熵(Entropy)、最大梯度改变(ECG)等。☆86Aug 9, 2018Updated 7 years ago
- Official code implementation for the paper "Active Finetuning: Exploiting Annotation Budget in the Pretraining-Finetuning Paradigm" (CVPR…☆57Apr 16, 2025Updated 10 months ago
- Bayesian active learning library for research and industrial usecases.☆922Dec 3, 2025Updated 3 months ago
- Source code for ICLR 2018 Paper: Active Learning for Convolutional Neural Networks: A Core-Set Approach☆278Oct 23, 2018Updated 7 years ago
- An implementation of the state-of-the-art Deep Active Learning algorithms☆108Sep 19, 2023Updated 2 years ago
- Official pytorch implementation of Active Learning for deep object detection via probabilistic modeling (ICCV 2021)☆176Dec 1, 2021Updated 4 years ago
- [MedIA] Paper list and source code for survey "A comprehensive survey on deep active learning in medical image analysis"☆126Jun 7, 2025Updated 8 months ago
- The official implementation of CALD: Consistency-basd Active Learning for Object Detection☆85Aug 15, 2023Updated 2 years ago
- A Unified Semi-Supervised Learning Codebase (NeurIPS'22)☆1,559Jan 7, 2026Updated last month
- Official implementation of COLosSAL [MICCAI 2023]☆15Jul 22, 2023Updated 2 years ago
- 😎 An up-to-date & curated list of awesome semi-supervised learning papers, methods & resources.☆1,855May 24, 2024Updated last year
- PyTorch code for Active Domain Adaptation via Clustering Uncertainty-weighted Embeddings (ICCV 2021)☆44Sep 22, 2023Updated 2 years ago
- Deep Batch Active Learning for Regression☆73Oct 3, 2024Updated last year
- PyTorch Implementation of Temporal Output Discrepancy for Active Learning, ICCV 2021☆40Sep 14, 2022Updated 3 years ago
- Awesome Incremental Learning☆4,410Jan 29, 2026Updated last month
- DISTIL: Deep dIverSified inTeractIve Learning. An active/inter-active learning library built on py-torch for reducing labeling costs.☆156Feb 5, 2023Updated 3 years ago
- Code and website for DAL (Discriminative Active Learning) - a new active learning algorithm for neural networks in the batch setting. For…☆202Sep 26, 2019Updated 6 years ago
- ☆13Sep 5, 2024Updated last year
- [AAAI 2022] Official Implementation of Active Learning for Domain Adaptation: An Energy-based Approach https://arxiv.org/abs/2112.01406☆91Nov 4, 2023Updated 2 years ago
- Official PyTorch implementation of "PT4AL: Using Self-Supervised Pretext Tasks for Active Learning (ECCV2022)"☆57May 3, 2024Updated last year
- Repository for implementation of active learning and semi-supervised learning algorithms and applying them to medical imaging datasets☆16May 17, 2021Updated 4 years ago
- ☆22Dec 30, 2021Updated 4 years ago
- [CVPR2021] Task-Aware Variational Adversarial Active Learning☆42Mar 19, 2024Updated last year