An implementation of the state-of-the-art Deep Active Learning algorithms
☆108Sep 19, 2023Updated 2 years ago
Alternatives and similar repositories for deep-active-learning
Users that are interested in deep-active-learning are comparing it to the libraries listed below
Sorting:
- 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
- Active Learning on a Budget - Opposite Strategies Suit High and Low Budgets☆105Oct 22, 2024Updated last year
- A PyTorch toolkit with 8 popular deep active learning query methods implemented.☆90Sep 14, 2021Updated 4 years ago
- ☆15Mar 1, 2021Updated 5 years ago
- Deep Bayesian Active Learning with Image Data by Gal et al. (ICML 2017)☆46Apr 3, 2022Updated 3 years ago
- [AAAI 2024] An Implementation of Entropic Open-set Active Learning☆28Apr 28, 2024Updated last year
- [ICLR 2023 Spotlight] Code release for "Dirichlet-based Uncertainty Calibration for Active Domain Adaptation"☆35Mar 5, 2023Updated 3 years ago
- [CVPR2021] Task-Aware Variational Adversarial Active Learning☆42Mar 19, 2024Updated 2 years ago
- Source code for ICLR 2018 Paper: Active Learning for Convolutional Neural Networks: A Core-Set Approach☆279Oct 23, 2018Updated 7 years ago
- ☆19Jun 8, 2022Updated 3 years ago
- ☆54Jul 24, 2022Updated 3 years ago
- Variational Adversarial Active Learning (ICCV 2019)☆232Jul 6, 2023Updated 2 years ago
- PyTorch Library for Active Learning to accompany Human-in-the-Loop Machine Learning book☆985Dec 8, 2022Updated 3 years ago
- This project hosts the code for implementing the ISAL algorithm for object detection and image classification (ICCV2021)☆29Nov 19, 2021Updated 4 years ago
- ☆25Mar 14, 2024Updated 2 years ago
- Official implementation of COLosSAL [MICCAI 2023]☆15Jul 22, 2023Updated 2 years ago
- 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
- A curated list of awesome Active Learning☆796Oct 20, 2024Updated last year
- Paper Reproduce for "Predictive Uncertainty Estimation via Prior Networks" by Andrey Malinin and Mark Gales.☆30Jul 13, 2020Updated 5 years ago
- Multidimensional Uncertainty-Aware Evidential Neural Networks ( AAAI2021)☆16Aug 19, 2021Updated 4 years ago
- Code repository for the AISTATS 2021 paper "Towards Understanding the Optimal Behaviors of Deep Active Learning Algorithms"☆14Mar 20, 2021Updated 5 years ago
- Official repository for the paper "Fast Predictive Uncertainty for Classification with Bayesian Deep Networks". Accepted at UAI 2022. htt…☆12May 25, 2022Updated 3 years ago
- Wasserstein Adversarial Active Learning☆29Jul 6, 2020Updated 5 years ago
- PyTorch Implementation of Temporal Output Discrepancy for Active Learning, ICCV 2021☆40Sep 14, 2022Updated 3 years ago
- PyTorch implementation of "How to Train Your MAML to Excel in Few-Shot Classification"☆44Jun 29, 2024Updated last year
- Code for the paper "Active learning for medical image segmentation with stochastic batches", published at Medical Image Analysis (2023).☆10Nov 14, 2024Updated last year
- Official Tensorflow Implementation of "Uncertainty-aware Label Distribution Learning for Facial Expression Recognition" paper☆25Sep 28, 2022Updated 3 years ago
- ActiveSegmentation: A Simulation Framework for Benchmarking Active Learning Strategies for 3D Medical Image Segmentation☆20Jul 5, 2022Updated 3 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
- Bayesian active learning library for research and industrial usecases.☆923Dec 3, 2025Updated 3 months ago
- [MedIA] Paper list and source code for survey "A comprehensive survey on deep active learning in medical image analysis"☆128Jun 7, 2025Updated 9 months ago
- CAGNet: Content-Aware Guidance for Salient Object Detection☆33Dec 28, 2020Updated 5 years ago
- (TMI-2024) Video-Instrument Synergistic Network for Referring Video Instrument Segmentation in Robotic Surgery☆26Nov 13, 2024Updated last year
- ☆28Sep 3, 2022Updated 3 years ago
- Official PyTorch implementation of the ICML 2024 paper "Hyperbolic Active Learning for Semantic Segmentation under Domain Shift"☆26Nov 26, 2024Updated last year
- ALiPy: Active Learning in Python is an active learning python toolbox, which allows users to conveniently evaluate, compare and analyze t…☆899Jul 23, 2025Updated 7 months ago
- 🍀 Official pytorch implementation of "D2ADA: Dynamic Density-aware Active Domain Adaptation for Semantic Segmentation. Wu et al. ECCV 20…☆25Feb 2, 2023Updated 3 years ago
- ☆68Sep 29, 2020Updated 5 years ago