Awesome Active Learning

A list of active learning methods for deep learning, computer vision and beyond.

Title	Venue
Entropy-based Active Learning for Object Detection with Progressive Diversity Constraint	CVPR'22
Meta Agent Teaming Active Learning for Pose Estimation	CVPR'22
Towards Fewer Annotations: Active Learning via Region Impurity and Prediction Uncertainty for Domain Adaptive Semantic Segmentation	CVPR'22
Towards Robust and Reproducible Active Learning using Neural Networks	CVPR'22
Active Learning by Feature Mixing	CVPR'22
Active Learning for Open-set Annotation	CVPR'22
Influence Selection for Active Learning	ICCV'21
Task-Aware Variational Adversarial Active Learning	CVPR'21
Sequential Graph Convolutional Network for Active Learning	CVPR'21
Multiple Instance Active Learning for Object Detection	CVPR'21
VaB-AL: Incorporating Class Imbalance and Difficulty with Variational Bayes for Active Learning	CVPR'21
Deep Active Learning for Biased Datasets via Fisher Kernel Self-Supervision	CVPR'20
State-Relabeling Adversarial Active Learning	CVPR'20
Deep Batch Active Learning by Diverse, Uncertain Gradient Lower Bounds	ICLR'20
Adversarial Sampling for Active Learning	WACV'20
Discriminative Active Learning	arXiv'19
Semantic Redundancies in Image-Classification Datasets: The 10% You Don’t Need	arXiv'19
BatchBALD: Efficient and Diverse Batch Acquisition for Deep Bayesian Active Learning	NIPS'19
Bayesian Batch Active Learning as Sparse Subset Approximation	NIPS'19
Learning Loss for Active Learning	CVPR'19
Bayesian Generative Active Deep Learning	ICML'19
Variational Adversarial Active Learning	ICCV'19
Active Learning for Convolutional Neural Networks: A Core-Set Approach	ICLR'18
The Power of Ensembles for Active Learning in Image Classification	CVPR'18
Adversarial Active Learning for Sequence Labeling and Generation	IJCAI'18
Active Decision Boundary Annotation with Deep Generative Models	ICCV'17
Deep Bayesian Active Learning with Image Data	ICML'17
Generative Adversarial Active Learning	arXiv'17
Active Image Segmentation Propagation	CVPR'16
Cost-Effective Active Learning for Deep Image Classification	TCSVT'16