Source-Free Domain Adaptation for Semantic Segmentation

Computer Vision and Pattern Recognition (CVPR), 2021

30 March 2021

Yuang Liu

Wei Zhang

Jun Wang

ArXiv (abs)PDF HTML

Papers citing "Source-Free Domain Adaptation for Semantic Segmentation"

50 / 158 papers shown

Title
Diffusion-Driven Progressive Target Manipulation for Source-Free Domain Adaptation Yuyang Huang Yabo Chen Junyu Zhou Wenrui Dai Xiaopeng Zhang Junni Zou Hongkai Xiong Qi Tian TTA 102 0 0 29 Oct 2025
Source-Free Object Detection with Detection TransformerIEEE Transactions on Image Processing (IEEE TIP), 2025 Huizai Yao Sicheng Zhao Shuo Lu Hui Chen Yangyang Li Guoping Liu Tengfei Xing C. Yan Jianhua Tao Guiguang Ding ViT 40 1 0 13 Oct 2025
Detecting Legend Items on Historical Maps Using GPT-4o with In-Context Learning Sofia Kirsanova Yao-Yi Chiang Weiwei Duan 44 0 0 09 Oct 2025
FRIEREN: Federated Learning with Vision-Language Regularization for Segmentation Ding-Ruei Shen FedML VLM 66 0 0 02 Oct 2025
MI-Fuse: Label Fusion for Unsupervised Domain Adaptation with Closed-Source Large-Audio Language Model Hsiao-Ying Huang Yi-Cheng Lin Hung-yi Lee 56 0 0 25 Sep 2025
Source-Free Domain Adaptive Semantic Segmentation of Remote Sensing Images with Diffusion-Guided Label Enrichment Wenjie Liu Hongmin Liu Lixin Zhang Bin Fan DiffM 43 0 0 23 Sep 2025
Prototype-Based Pseudo-Label Denoising for Source-Free Domain Adaptation in Remote Sensing Semantic Segmentation Bin Wang Fei Deng Zeyu Chen Zhicheng Yu Y. Liu 20 0 0 21 Sep 2025
Lost in Translation? Vocabulary Alignment for Source-Free Adaptation in Open-Vocabulary Semantic Segmentation Silvio Mazzucco Carl Persson Mattia Segu Pier Luigi Dovesi Federico Tombari Luc Van Gool Matteo Poggi VLM 123 0 0 18 Sep 2025
Make me an Expert: Distilling from Generalist Black-Box Models into Specialized Models for Semantic Segmentation Yasser Benigmim Subhankar Roy Khalid Oublal Imad Eddine Marouf S. Essid Vicky Kalogeiton Stéphane Lathuilière 63 0 0 30 Aug 2025
Generalizable Federated Learning using Client Adaptive Focal Modulation Tajamul Ashraf Iqra Altaf Gillani FedML 72 0 0 14 Aug 2025
Unlocking Constraints: Source-Free Occlusion-Aware Seamless Segmentation Yihong Cao Kailai Li Xu Zheng Hao Shi Kunyu Peng Hang Liu Kailun Yang Hui Zhang 181 1 0 26 Jun 2025
SRPL-SFDA: SAM-Guided Reliable Pseudo-Labels for Source-Free Domain Adaptation in Medical Image Segmentation Xinya Liu Jianghao Wu Tao Lu Shaoting Zhang Guotai Wang MedIm 140 2 0 11 Jun 2025
Merge-Friendly Post-Training Quantization for Multi-Target Domain Adaptation Juncheol Shin Minsang Seok Seonggon Kim Eunhyeok Park MQ MoMe 120 0 0 29 May 2025
Context Aware Grounded Teacher for Source Free Object Detection Tajamul Ashraf Rajes Manna Partha Sarathi Purkayastha Tavaheed Tariq Janibul Bashir 208 0 0 21 Apr 2025
Semantic Library Adaptation: LoRA Retrieval and Fusion for Open-Vocabulary Semantic SegmentationComputer Vision and Pattern Recognition (CVPR), 2025 Reza Qorbani Gianluca Villani Theodoros Panagiotakopoulos Marc Botet Colomer Linus Harenstam-Nielsen ... Pier Luigi Dovesi Jussi Karlgren Zorah Lähner F. Tombari Matteo Poggi VLM 178 4 0 27 Mar 2025
Towards Practical Emotion Recognition: An Unsupervised Source-Free Approach for EEG Domain Adaptation Md. Niaz Imtiaz N. Khan 161 1 0 26 Mar 2025
SFDLA: Source-Free Document Layout AnalysisIEEE International Conference on Document Analysis and Recognition (ICDAR), 2025 Sebastian Tewes Yufan Chen Omar Moured Kailai Li Rainer Stiefelhagen 173 1 0 24 Mar 2025
LiDAR Remote Sensing Meets Weak Supervision: Concepts, Methods, and Perspectives Yuan Gao Shaobo Xia Peijie Wang Xiaohuan Xi Sheng Nie Cheng-Xiang Wang 215 1 0 24 Mar 2025
Attention Bootstrapping for Multi-Modal Test-Time AdaptationAAAI Conference on Artificial Intelligence (AAAI), 2025 Yusheng Zhao Junyu Luo Xiao Luo Jinsheng Huang Jingyang Yuan Zhiping Xiao Min Zhang TTA 213 1 0 04 Mar 2025
Model Adaptation: Unsupervised Domain Adaptation without Source DataComputer Vision and Pattern Recognition (CVPR), 2020 Rui Li Qianfen Jiao Wenming Cao Hau-San Wong Si Wu OOD 530 546 0 26 Feb 2025
FedBM: Stealing Knowledge from Pre-trained Language Models for Heterogeneous Federated Learning Meilu Zhu Qiushi Yang Zhifan Gao Yixuan Yuan Jun Liu FedML 291 0 0 24 Feb 2025
TTVD: Towards a Geometric Framework for Test-Time Adaptation Based on Voronoi DiagramInternational Conference on Learning Representations (ICLR), 2024 Mingxi Lei Chunwei Ma Meng Ding Jiuxiang Gu Ziyun Huang Jinhui Xu 207 1 0 10 Dec 2024
Efficient Source-Free Time-Series Adaptation via Parameter Subspace DisentanglementInternational Conference on Learning Representations (ICLR), 2024 Gaurav Patel Christopher Sandino Behrooz Mahasseni Ellen L. Zippi Erdrin Azemi Ali Moin Juri Minxha TTA AI4TS 229 6 0 03 Oct 2024
Open-World Test-Time Training: Self-Training with Contrast Learning Houcheng Su Mengzhu Wang Jiao Li Bingli Wang Daixian Liu Zeheng Wang VLM 126 0 0 15 Sep 2024
LACOSTE: Exploiting stereo and temporal contexts for surgical instrument segmentation Qiyuan Wang Shang Zhao Zikang Xu S Kevin Zhou 216 1 0 14 Sep 2024
Train Till You Drop: Towards Stable and Robust Source-free Unsupervised 3D Domain AdaptationEuropean Conference on Computer Vision (ECCV), 2024 Björn Michele Alexandre Boulch Tuan-Hung Vu Gilles Puy Renaud Marlet Nicolas Courty TTA 182 5 0 06 Sep 2024
Towards Robust Online Domain Adaptive Semantic Segmentation under Adverse Weather Conditions Taorong Liu Jing Xiao Liang Liao Chia-Wen Lin 201 0 0 02 Sep 2024
Evidential Graph Contrastive Alignment for Source-Free Blending-Target Domain AdaptationIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2024 Lixian Zhang Yibin Wen Jinxiao Zhang Runmin Dong Haohuan Fu 189 0 0 14 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 199 3 0 22 Jul 2024
Deep Domain Adaptation Regression for Force Calibration of Optical Tactile Sensors Zhuo Chen Ni Ou Jiaqi Jiang Shan Luo OOD 140 6 0 19 Jul 2024
FREST: Feature RESToration for Semantic Segmentation under Multiple Adverse Conditions Sohyun Lee Nam-Won Kim Sungyeon Kim Suha Kwak 222 3 0 18 Jul 2024
POSTURE: Pose Guided Unsupervised Domain Adaptation for Human Body Part Segmentation Arindam Dutta Rohit Lal Yash Garg Calvin-Khang Ta Dripta S. Raychaudhuri Hannah Dela Cruz Amit K. Roy-Chowdhury 173 2 0 04 Jul 2024
When Invariant Representation Learning Meets Label Shift: Insufficiency and Theoretical Insights You-Wei Luo Chuan-Xian Ren OOD 116 6 0 24 Jun 2024
Stable Neighbor Denoising for Source-free Domain Adaptive Segmentation Dong Zhao Shuang Wang Qi Zang Licheng Jiao Andrii Zadaianchuk Zhun Zhong 168 6 0 10 Jun 2024
Frequency-based Matcher for Long-tailed Semantic Segmentation Shan Li Lu Yang Pu Cao Liulei Li Huadong Ma 138 3 0 06 Jun 2024
High-order Neighborhoods Know More: HyperGraph Learning Meets Source-free Unsupervised Domain Adaptation Jinkun Jiang Qingxuan Lv Yuezun Li Yong Du Sheng Chen Hui Yu Junyu Dong 165 0 0 11 May 2024
Multi-Target Unsupervised Domain Adaptation for Semantic Segmentation without External Data Yonghao Xu Pedram Ghamisi Yannis Avrithis OOD 206 2 0 10 May 2024
360SFUDA++: Towards Source-free UDA for Panoramic Segmentation by Learning Reliable Category Prototypes Xueye Zheng Pengyuan Zhou Athanasios V. Vasilakos Lin Wang 176 25 0 25 Apr 2024
Source-free Domain Adaptation for Video Object Detection Under Adverse Image Conditions Xingguang Zhang Chih-Hsien Chou 178 3 0 23 Apr 2024
DAWN: Domain-Adaptive Weakly Supervised Nuclei Segmentation via Cross-Task Interactions Ye Zhang Yifeng Wang Zijie Fang Hao Bian Linghan Cai Ziyue Wang Yongbing Zhang 268 10 0 23 Apr 2024
Enhancing AI Diagnostics: Autonomous Lesion Masking via Semi-Supervised Deep Learning Ting-Ruen Wei Michele Hell Dang Bich Thuy Le Aren T Vierra Ran Pang Mahesh Patel Young Kang Yuling Yan 173 0 0 18 Apr 2024
GLC++: Source-Free Universal Domain Adaptation through Global-Local Clustering and Contrastive Affinity Learning Sanqing Qu Tianpei Zou Florian Röhrbein Cewu Lu G. Chen Dacheng Tao Changjun Jiang 188 7 0 21 Mar 2024
Semantics, Distortion, and Style Matter: Towards Source-free UDA for Panoramic Segmentation Xueye Zheng Pengyuan Zhou Athanasios V. Vasilakos Lin Wang 168 30 0 19 Mar 2024
MAP: MAsk-Pruning for Source-Free Model Intellectual Property Protection Boyang Peng Sanqing Qu Yong Wu Tianpei Zou Lianghua He Alois Knoll Guang Chen Changjun Jiang AAML 143 4 0 07 Mar 2024
Cross-Domain Transfer Learning with CoRTe: Consistent and Reliable Transfer from Black-Box to Lightweight Segmentation Model Claudia Cuttano A. Tavera Fabio Cermelli Giuseppe Averta Barbara Caputo 146 2 0 20 Feb 2024
Source-Free Cross-Modal Knowledge Transfer by Unleashing the Potential of Task-Irrelevant DataIEEE Transactions on Image Processing (TIP), 2024 Jinjin Zhu Yucheng Chen Lin Wang 170 3 0 10 Jan 2024
Online Continual Domain Adaptation for Semantic Image Segmentation Using Internal Representations Serban Stan Mohammad Rostami OOD CLL 145 0 0 02 Jan 2024
Cloud-Device Collaborative Learning for Multimodal Large Language Models Guanqun Wang Jiaming Liu Chenxuan Li Junpeng Ma Yuan Zhang ... Kevin Zhang Maurice Chong Ray Zhang Yijiang Liu Shanghang Zhang 139 15 0 26 Dec 2023
Singular Value Penalization and Semantic Data Augmentation for Fully Test-Time Adaptation Houcheng Su Daixian Liu Mengzhu Wang Wei Wang TTA 144 2 0 10 Dec 2023
Improving the Generalization of Segmentation Foundation Model under Distribution Shift via Weakly Supervised Adaptation Haojie Zhang Yongyi Su Xun Xu Kui Jia OOD VLM 209 39 0 06 Dec 2023

All Papers

Source-Free Domain Adaptation for Semantic Segmentation

Papers citing "Source-Free Domain Adaptation for Semantic Segmentation"