Towards Fewer Annotations: Active Learning via Region Impurity and
Prediction Uncertainty for Domain Adaptive Semantic Segmentation

Towards Fewer Annotations: Active Learning via Region Impurity and Prediction Uncertainty for Domain Adaptive Semantic Segmentation

25 November 2021

Shuang Li

Chi Harold Liu

Papers citing "Towards Fewer Annotations: Active Learning via Region Impurity and Prediction Uncertainty for Domain Adaptive Semantic Segmentation"

10 / 10 papers shown

Title
Adaptive Hardness-driven Augmentation and Alignment Strategies for Multi-Source Domain Adaptations Yang Yuxiang Zeng Xinyi Zeng Pinxian Zu Chen Yan Binyu Zhou Jiliu Wang Yan 29 0 0 02 Jan 2025
Class Balanced Dynamic Acquisition for Domain Adaptive Semantic Segmentation using Active Learning Marc Schachtsiek Simone Rossi T. Hannagan 9 0 0 23 Nov 2023
Correlation-aware active learning for surgery video segmentation Fei Wu Pablo Márquez-Neila Mingyi Zheng Hedyeh Rafii-Tari Raphael Sznitman 12 3 0 15 Nov 2023
Semantic Image Segmentation: Two Decades of Research G. Csurka Riccardo Volpi Boris Chidlovskii 3DV 11 49 0 13 Feb 2023
MADAv2: Advanced Multi-Anchor Based Active Domain Adaptation Segmentation Munan Ning Donghuan Lu Yujia Xie Dongdong Chen Dong Wei Yefeng Zheng Yonghong Tian Shuicheng Yan Liuliang Yuan 6 9 0 18 Jan 2023
S $^3$ VAADA: Submodular Subset Selection for Virtual Adversarial Active Domain Adaptation Harsh Rangwani Arihant Jain Sumukh K Aithal R. Venkatesh Babu TTA 23 23 0 18 Sep 2021
Active Domain Adaptation via Clustering Uncertainty-weighted Embeddings Viraj Prabhu Arjun Chandrasekaran Kate Saenko Judy Hoffman OOD 90 119 0 16 Oct 2020
Differential Treatment for Stuff and Things: A Simple Unsupervised Domain Adaptation Method for Semantic Segmentation Zhonghao Wang Mo Yu Yunchao Wei Rogerio Feris Jinjun Xiong Wen-mei W. Hwu Thomas S. Huang Humphrey Shi OOD 173 232 0 18 Mar 2020
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation Zhedong Zheng Yi Yang NoLa 164 494 0 08 Mar 2020
Confidence Regularized Self-Training Yang Zou Zhiding Yu Xiaofeng Liu B. Kumar Jinsong Wang 202 783 0 26 Aug 2019