An implementation of the state-of-the-art Deep Active Learning algorithms
☆109Sep 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. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Deep Active Learning☆851Oct 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…☆185May 6, 2024Updated 2 years ago
- Active Learning on a Budget - Opposite Strategies Suit High and Low Budgets☆107Oct 22, 2024Updated last year
- A greedy implementation of coreset based active learning for image classification (https://arxiv.org/abs/1708.00489)☆23Apr 11, 2021Updated 5 years ago
- ☆15Mar 1, 2021Updated 5 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.
- Deep Bayesian Active Learning with Image Data by Gal et al. (ICML 2017)☆46Apr 3, 2022Updated 4 years ago
- [AAAI 2024] An Implementation of Entropic Open-set Active Learning☆28Apr 28, 2024Updated 2 years ago
- [ICLR 2023 Spotlight] Code release for "Dirichlet-based Uncertainty Calibration for Active Domain Adaptation"☆33Mar 5, 2023Updated 3 years ago
- PyTorch code for Active Domain Adaptation via Clustering Uncertainty-weighted Embeddings (ICCV 2021)☆45Sep 22, 2023Updated 2 years ago
- Importance of Self-Consistency in Active Learning for Semantic Segmentation (BMVC 2020)☆17Oct 11, 2021Updated 4 years ago
- O-MedAL: Online Active Deep Learning for Medical Image Analysis. This repo contains code for the paper.☆18Mar 20, 2022Updated 4 years ago
- Source code for ICLR 2018 Paper: Active Learning for Convolutional Neural Networks: A Core-Set Approach☆279Oct 23, 2018Updated 7 years ago
- PyTorch Library for Active Learning to accompany Human-in-the-Loop Machine Learning book☆992Dec 8, 2022Updated 3 years ago
- Official implementation of COLosSAL [MICCAI 2023]☆15Jul 22, 2023Updated 2 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- A modular active learning framework for Python☆2,352Feb 26, 2024Updated 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
- Pytorch implementation of BoostMIS: Boosting Medical Image Semi-supervised Learning with Adaptive Pseudo Labeling and Informative Active …☆56Apr 12, 2022Updated 4 years ago
- ☆1,166Dec 5, 2022Updated 3 years ago
- Implementation of semi-supervised learning using PyTorch Lightning☆14Jul 25, 2024Updated last year
- A curated list of awesome Active Learning☆801Mar 26, 2026Updated 2 months ago
- Paper Reproduce for "Predictive Uncertainty Estimation via Prior Networks" by Andrey Malinin and Mark Gales.☆30Jul 13, 2020Updated 5 years ago
- Active and Sample-Efficient Model Evaluation☆27May 22, 2025Updated last year
- Multidimensional Uncertainty-Aware Evidential Neural Networks ( AAAI2021)☆16Aug 19, 2021Updated 4 years ago
- 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.
- scikit-activeml: A Comprehensive and User-friendly Active Learning Library☆195Jun 3, 2026Updated last week
- Repository for implementation of active learning and semi-supervised learning algorithms and applying them to medical imaging datasets☆16May 17, 2021Updated 5 years ago
- Everything you need about Active Learning (AL).☆988Mar 16, 2026Updated 2 months 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"☆45Jun 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
- Official repository for the paper "Fast Predictive Uncertainty for Classification with Bayesian Deep Networks". Accepted at UAI 2022. htt…☆13May 25, 2022Updated 4 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.
- Official PyTorch code for CVPR 2020 paper "Deep Active Learning for Biased Datasets via Fisher Kernel Self-Supervision"☆35Aug 12, 2021Updated 4 years ago
- ActiveSegmentation: A Simulation Framework for Benchmarking Active Learning Strategies for 3D Medical Image Segmentation☆20Jul 5, 2022Updated 3 years ago
- Deep Batch Active Learning for Regression☆75Oct 3, 2024Updated last year
- Pool-based active learning in Python☆792Apr 8, 2026Updated 2 months ago
- Awesome Active Learning Paper List☆149Apr 23, 2024Updated 2 years 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☆25Apr 20, 2026Updated last month