【论文汇总】人工智能顶会深度主动学习(Deep Active Learning)相关论文

汇总2017年至今，ICCV\CVPR\NIPS\ECCV会议上发表的深度主动学习(Deep Active Learning)相关文章，根据原文中report的实验数据集划分为 图像分类 、 语义分割 、 目标检测 及 其它方向 ，如果数据集包括图像分类和其他方向（语义分割、目标检测），文章将被收录在其他方向表格中。(持续更新中…)

图像分类

Publication	Paper	Code	Note
ICCV 2017	Active Decision Boundary Annotation with Deep Generative Models	code
ICCV 2021	S3VAADA: Submodular Subset Selection for Virtual Adversarial Active Domain Adaptation	code
ICCV 2021	Active Universal Domain Adaptation
ICCV 2021	Contrastive Coding for Active Learning Under Class Distribution Mismatch	code
ICCV 2021	Semi-Supervised Active Learning for Semi-Supervised Models: Exploit Adversarial Examples With Graph-Based Virtual Labels
CVPR 2018	The power of ensembles for active learning in image classification
CVPR 2020	Deep Active Learning for Biased Datasets via Fisher Kernel Self-Supervision	code
CVPR 2021	Sequential Graph Convolutional Network for Active Learning
CVPR 2021	VaB-AL: Incorporating Class Imbalance and Difficulty With Variational Bayes for Active Learning
CVPR 2021	Transferable Query Selection for Active Domain Adaptation	code
CVPR 2021	Multiple Instance Active Learning for Object Detection	code

目标检测

Publication	Paper	Code	Note
ICCV 2021	Influence Selection for Active Learning(分类+检测)
ICCV 2021	Active Learning for Deep Object Detection via Probabilistic Modeling	code
CVPR 2018	Towards Human-Machine Cooperation: Evolving Active Learning with Self-supervised Process for Object Detection
CVPR 2019	Learning Loss for Active Learning (分类+检测+人体姿势估计)
CVPR 2021	Multiple Instance Active Learning for Object Detection	code

语义分割

Publication	Paper	Code	Note
ICCV 2019	Variational Adversarial Active Learning (分类+分割)	code
ICCV 2021	ReDAL: Region-Based and Diversity-Aware Active Learning for Point Cloud Semantic Segmentation
ICCV 2021	Semi-Supervised Active Learning With Temporal Output Discrepancy(分类+分割)	code
ICCV 2021	Multi-Anchor Active Domain Adaptation for Semantic Segmentation	code
CVPR 2020	State-Relabeling Adversarial Active Learning
CVPR 2020	ViewAL: Active Learning With Viewpoint Entropy for Semantic Segmentation	code
CVPR 2021	Task-Aware Variational Adversarial Active Learning	code
CVPR 2021	Revisiting Superpixels for Active Learning in Semantic Segmentation With Realistic Annotation Costs

其他

Publication	Paper	Code	Note
ICCV 2021	Ask&Confirm: Active Detail Enriching for Cross-Modal Retrieval with Partial Query	code
ICCV 2021	Active Learning for Lane Detection: A Knowledge Distillation Approach