A list of active learning methods for deep learning.
☆65Jan 14, 2024Updated 2 years ago
Alternatives and similar repositories for awesome-active-learning
Users that are interested in awesome-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:
- Awesome Active Learning Paper List☆149Apr 23, 2024Updated 2 years ago
- Active Learning using Multi Label Image Dataset☆14Feb 20, 2019Updated 7 years ago
- Code for undergraduate thesis "Active Learning for Deep Object Detection".☆14Nov 12, 2023Updated 2 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
- 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
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Code for Multiple Instance Active Learning for Object Detection, CVPR 2021☆340Apr 21, 2023Updated 3 years ago
- Reproducing experimental results of LL4AL [Yoo et al. 2019 CVPR]☆222Aug 4, 2020Updated 5 years ago
- ☆48Feb 9, 2024Updated 2 years ago
- ☆27Oct 19, 2021Updated 4 years ago
- Official pytorch implementation of Active Learning for deep object detection via probabilistic modeling (ICCV 2021)☆176Dec 1, 2021Updated 4 years ago
- PyTorch Library for Active Learning to accompany Human-in-the-Loop Machine Learning book☆993Dec 8, 2022Updated 3 years ago
- Source code for ICLR 2018 Paper: Active Learning for Convolutional Neural Networks: A Core-Set Approach☆279Oct 23, 2018Updated 7 years ago
- DEAL : Difficulty-awarE Active Learning for Semantic Segmentaion☆21Nov 12, 2021Updated 4 years ago
- Adversarial Active Learning for Deep Networks☆14Oct 16, 2018Updated 7 years ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- A PyTorch toolkit with 8 popular deep active learning query methods implemented.☆92Sep 14, 2021Updated 4 years ago
- ☆18Mar 19, 2023Updated 3 years ago
- Cost-Effective Object Detection: Active Sample Mining with Switchable Selection Criteria☆12Dec 1, 2018Updated 7 years ago
- Comparing active learning, semi-supervised learning and combination of them on deep learning.☆14Nov 19, 2017Updated 8 years ago
- Variational Adversarial Active Learning (ICCV 2019)☆232Jul 6, 2023Updated 2 years ago
- Capsule Networks and Convolutional Neural Networks for the Automated Segmentation of Left Atrium in Cardiac MRI☆23Dec 20, 2019Updated 6 years ago
- Active Learning for Object Detection using Detectron2☆46Sep 30, 2020Updated 5 years ago
- Code for Deep Bayesian Active Learning (ICML 2017)☆112Feb 21, 2018Updated 8 years ago
- Official implementation of our paper: Towards Robust and Reproducible Active Learning using Neural Networks, accepted at CVPR 2022.☆69Aug 16, 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.
- This is the code of paper ``Contrastive Coding for Active Learning under Class Distribution Mismatch'' with python.☆28Jan 5, 2023Updated 3 years ago
- Everything you need about Active Learning (AL).☆989Mar 16, 2026Updated 3 months ago
- Active learning for deep object detection using YOLO☆62Jan 30, 2021Updated 5 years ago
- A list of papers on Active Learning and Uncertainty Estimation for Neural Networks.☆66Jun 26, 2020Updated 5 years ago
- Deep Bayesian Active Learning with Image Data by Gal et al. (ICML 2017)☆46Apr 3, 2022Updated 4 years ago
- Pytorch implementation of the paper Bayesian Generative Active Deep Learning (ICML 2019).☆25May 3, 2019Updated 7 years ago
- Implementation of "Cost-Effective Active Learning for Deep Image Classification" paper☆35May 9, 2019Updated 7 years ago
- PyTorch Implementation of Temporal Output Discrepancy for Active Learning, ICCV 2021☆40Sep 14, 2022Updated 3 years ago
- [CVPR2021] Task-Aware Variational Adversarial Active Learning☆42Mar 19, 2024Updated 2 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.
- ☆24Mar 25, 2020Updated 6 years ago
- The first contrastive learning work for Active Learning.☆18Mar 8, 2023Updated 3 years ago
- Implementation of vision transformer. ⭐⭐⭐☆34Oct 26, 2021Updated 4 years ago
- [ECCV 2022] Official Python implementation of BiB: Active Learning Strategies for Weakly-Supervised Object Detection.☆32Jul 26, 2022Updated 3 years ago
- A Face and Object Recognition Gui with Python and PyQt - Currently yet to move from face detection to face recognition but the object det…☆10Jul 27, 2018Updated 7 years ago
- [CVPR'20] Implementation for the paper "ViewAL: Active Learning with Viewpoint Entropy for Semantic Segmentation"☆145Nov 22, 2022Updated 3 years ago
- Ubuntu Setup for Research in Computer Vision and Robotics☆11Aug 11, 2021Updated 4 years ago