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

25 November 2021

Binhui Xie

Longhui Yuan

Shuang Li

Chi Harold Liu

Xinjing Cheng

UQCV

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

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Title
RAFT: Robust Augmentation of FeaTures for Image Segmentation Edward Humes Xiaomin Lin Uttej Kallakuri Tinoosh Mohsenin 34 0 0 07 May 2025
SemiDAViL: Semi-supervised Domain Adaptation with Vision-Language Guidance for Semantic Segmentation Hritam Basak Zhaozheng Yin VLM 35 0 0 08 Apr 2025
Active Learning Inspired ControlNet Guidance for Augmenting Semantic Segmentation Datasets H. Kniesel Pedro Hermosilla Timo Ropinski 71 0 0 12 Mar 2025
QuickDraw: Fast Visualization, Analysis and Active Learning for Medical Image Segmentation Daniel Syomichev Padmini Gopinath Guang-Lin Wei Eric Chang Ian Gordon Amanuel Seifu Rahul Pemmaraju Neehar Peri James M. Purtilo 41 0 0 12 Mar 2025
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 39 0 0 02 Jan 2025
Multi-Label Bayesian Active Learning with Inter-Label Relationships Yuanyuan Qi Jueqing Lu Xiaohao Yang Joanne Enticott Lan Du 69 0 0 26 Nov 2024
SAMPa: Sharpness-aware Minimization Parallelized Wanyun Xie Thomas Pethick V. Cevher 25 1 0 14 Oct 2024
AL-GTD: Deep Active Learning for Gaze Target Detection Francesco Tonini Nicola Dall’Asen Lorenzo Vaquero Cigdem Beyan Elisa Ricci 23 0 0 27 Sep 2024
ESA: Annotation-Efficient Active Learning for Semantic Segmentation Jinchao Ge Zeyu Zhang Minh Hieu Phan Bowen Zhang Akide Liu Yang Zhao VLM 33 9 0 24 Aug 2024
Bayesian Active Learning for Semantic Segmentation Sima Didari Wenjun Hu Jae Oh Woo Heng Hao Hankyu Moon Seungjai Min 48 0 0 03 Aug 2024
Is user feedback always informative? Retrieval Latent Defending for Semi-Supervised Domain Adaptation without Source Data Junha Song Tae Soo Kim Junha Kim Gunhee Nam Thijs Kooi Jaegul Choo 47 1 0 22 Jul 2024
Downstream-Pretext Domain Knowledge Traceback for Active Learning Beichen Zhang Liang-Sheng Li Zheng-Jun Zha Jiebo Luo Qingming Huang 35 0 0 20 Jul 2024
SS-ADA: A Semi-Supervised Active Domain Adaptation Framework for Semantic Segmentation Weihao Yan Yeqiang Qian Yueyuan Li Tao Li Chunxiang Wang Ming Yang 48 1 0 17 Jun 2024
PIG: Prompt Images Guidance for Night-Time Scene Parsing Zhifeng Xie Rui Qiu Sen Wang Xin Tan Yuan Xie Lizhuang Ma 40 2 0 15 Jun 2024
A Survey on Deep Active Learning: Recent Advances and New Frontiers Dongyuan Li Zhen Wang Yankai Chen Renhe Jiang Weiping Ding Manabu Okumura 44 20 0 01 May 2024
Density Matters: Improved Core-set for Active Domain Adaptive Segmentation Shizhan Liu Zhengkai Jiang Yuxi Li Jinlong Peng Yabiao Wang Weiyao Lin 29 0 0 15 Dec 2023
Semi-Supervised Active Learning for Semantic Segmentation in Unknown Environments Using Informative Path Planning Julius Ruckin Federico Magistri C. Stachniss Marija Popović SSL 26 11 0 07 Dec 2023
Few Clicks Suffice: Active Test-Time Adaptation for Semantic Segmentation Longhui Yuan Shuangliang Li Zhuo He Binhui Xie TTA VLM 42 1 0 04 Dec 2023
Class Balanced Dynamic Acquisition for Domain Adaptive Semantic Segmentation using Active Learning Marc Schachtsiek Simone Rossi T. Hannagan 26 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 31 3 0 15 Nov 2023
Annotator: A Generic Active Learning Baseline for LiDAR Semantic Segmentation Binhui Xie Shuang Li Qingju Guo Chi Harold Liu Xinjing Cheng VLM 32 8 0 31 Oct 2023
Learning to Rank for Active Learning via Multi-Task Bilevel Optimization Zixin Ding Si-An Chen Ruoxi Jia Yuxin Chen 35 1 0 25 Oct 2023
A comprehensive survey on deep active learning in medical image analysis Haoran Wang Q. Jin Shiman Li Siyu Liu Manning Wang Zhijian Song VLM 46 22 0 22 Oct 2023
Online Adaptive Disparity Estimation for Dynamic Scenes in Structured Light Systems Rukun Qiao Hiroshi Kawasaki Hong-yan Zha 22 0 0 13 Oct 2023
SegRCDB: Semantic Segmentation via Formula-Driven Supervised Learning Risa Shinoda Ryo Hayamizu Kodai Nakashima Nakamasa Inoue Rio Yokota Hirokatsu Kataoka VLM 26 8 0 29 Sep 2023
GraphEcho: Graph-Driven Unsupervised Domain Adaptation for Echocardiogram Video Segmentation Jiewen Yang Xinpeng Ding Ziyang Zheng Xiaowei Xu Xiaomeng Li OOD 29 9 0 20 Sep 2023
Active Learning for Semantic Segmentation with Multi-class Label Query S. Hwang Sohyun Lee Hoyoung Kim Minhyeon Oh Jungseul Ok Suha Kwak VLM 38 7 0 17 Sep 2023
Black-box Unsupervised Domain Adaptation with Bi-directional Atkinson-Shiffrin Memory Jingyi Zhang Jiaxing Huang Xue-Qiu Jiang Shijian Lu 35 15 0 25 Aug 2023
Neural Interactive Keypoint Detection Jie-jin Yang Ailing Zeng Feng Li Siyi Liu Ruimao Zhang Lei Zhang 3DV 3DH 25 14 0 20 Aug 2023
How To Overcome Confirmation Bias in Semi-Supervised Image Classification By Active Learning Sandra Gilhuber Rasmus Hvingelby Mang Ling Ada Fok Thomas Seidl 31 1 0 16 Aug 2023
Optimal and Efficient Binary Questioning for Human-in-the-Loop Annotation Franco Marchesoni-Acland Jean-Michel Morel J. Kherroubi Gabriele Facciolo 21 0 0 04 Jul 2023
ProbVLM: Probabilistic Adapter for Frozen Vision-Language Models Uddeshya Upadhyay Shyamgopal Karthik Massimiliano Mancini Zeynep Akata MLLM VLM 16 4 0 01 Jul 2023
Pseudo-Trilateral Adversarial Training for Domain Adaptive Traversability Prediction Zheng Chen Durgakant Pushp Jason M. Gregory Lantao Liu AAML 22 1 0 26 Jun 2023
Multi-Task Consistency for Active Learning A. Hekimoglu Philipp Friedrich Walter Zimmer Michael Schmidt Alvaro Marcos-Ramiro Alois C. Knoll VLM 10 10 0 21 Jun 2023
Hyperbolic Active Learning for Semantic Segmentation under Domain Shift Luca Franco Paolo Mandica Konstantinos Kallidromitis Devin Guillory Yu-Teng Li Trevor Darrell Fabio Galasso 49 9 0 19 Jun 2023
AbdomenAtlas-8K: Annotating 8,000 CT Volumes for Multi-Organ Segmentation in Three Weeks Chongyu Qu Tiezheng Zhang Hualin Qiao Jie Liu Yucheng Tang Alan Yuille Zongwei Zhou 36 37 0 16 May 2023
Adaptive Superpixel for Active Learning in Semantic Segmentation Ho-Joong Kim Minhyeon Oh S. Hwang Suha Kwak Jungseul Ok 21 12 0 29 Mar 2023
A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts Jian Liang Ran He Tien-Ping Tan OOD VLM TTA 35 203 0 27 Mar 2023
Active Coarse-to-Fine Segmentation of Moveable Parts from Real Images Ruiqi Wang A. Patil Fenggen Yu Hao Zhang 15 2 0 21 Mar 2023
Semantic Image Segmentation: Two Decades of Research G. Csurka Riccardo Volpi Boris Chidlovskii 3DV 32 50 0 13 Feb 2023
Iterative Loop Method Combining Active and Semi-Supervised Learning for Domain Adaptive Semantic Segmentation Licong Guan Xue Yuan 17 9 0 31 Jan 2023
Active learning for medical image segmentation with stochastic batches Mélanie Gaillochet Christian Desrosiers H. Lombaert UQCV 30 20 0 18 Jan 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 27 9 0 18 Jan 2023
MUS-CDB: Mixed Uncertainty Sampling with Class Distribution Balancing for Active Annotation in Aerial Object Detection Dong Liang Jingwei Zhang Ying-Peng Tang Sheng-Jun Huang 24 17 0 06 Dec 2022
Semantic Segmentation under Adverse Conditions: A Weather and Nighttime-aware Synthetic Data-based Approach Abdulrahman Kerim Felipe C. Chamone W. Ramos Leandro Soriano Marcolino Erickson R. Nascimento Richard M. Jiang 52 9 0 11 Oct 2022
Consecutive Knowledge Meta-Adaptation Learning for Unsupervised Medical Diagnosis Yumin Zhang Yawen Hou Xiuyi Chen Hongyuan Yu Long Xia CLL OOD 31 3 0 21 Sep 2022
An Active and Contrastive Learning Framework for Fine-Grained Off-Road Semantic Segmentation Biao Gao Xijun Zhao Huijing Zhao 39 12 0 18 Feb 2022
D2ADA: Dynamic Density-aware Active Domain Adaptation for Semantic Segmentation Tsung-Han Wu Yi-Syuan Liou Shaojie Yuan Hsin-Ying Lee Tung-I Chen Kuan-Chih Huang Winston H. Hsu 42 9 0 14 Feb 2022
S $^3$ VAADA: Submodular Subset Selection for Virtual Adversarial Active Domain Adaptation Harsh Rangwani Arihant Jain Sumukh K Aithal R. Venkatesh Babu TTA 36 29 0 18 Sep 2021
Active Domain Adaptation via Clustering Uncertainty-weighted Embeddings Viraj Prabhu Arjun Chandrasekaran Kate Saenko Judy Hoffman OOD 100 124 0 16 Oct 2020