v1v2 (latest)

Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation

IEEE International Conference on Computer Vision (ICCV), 2021

28 April 2021

Qin Wang

Dengxin Dai

Lukas Hoyer

Luc Van Gool

Olga Fink

OOD

MDE

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Papers citing "Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation"

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Title
Efficient Domain-Adaptive Multi-Task Dense Prediction with Vision Foundation Models Beomseok Kang Niluthpol Chowdhury Mithun Mikhail Sizintsev Han-Pang Chiu S. Samarasekera 57 0 0 28 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 99 0 0 18 Sep 2025
Rein++: Efficient Generalization and Adaptation for Semantic Segmentation with Vision Foundation Models Zhixiang Wei Xiaoxiao Ma Ruishen Yan Tao Tu Huajun Chen Jinjin Zheng Yi-jing Jin Enhong Chen VLM 71 0 0 03 Aug 2025
Universal Domain Adaptation for Semantic SegmentationComputer Vision and Pattern Recognition (CVPR), 2025 Seun-An Choe Keon-Hee Park J. Choi Gyeong-Moon Park 171 0 0 28 May 2025
Depth-Sensitive Soft Suppression with RGB-D Inter-Modal Stylization Flow for Domain Generalization Semantic Segmentation Binbin Wei Yuhang Zhang Shishun Tian Muxin Liao Wei Li Wenbin Zou MDE 307 0 0 11 May 2025
LangDA: Building Context-Awareness via Language for Domain Adaptive Semantic Segmentation Chang Liu Bavesh Balaji Saad Hossain C Thomas Kwei-Herng Lai Raviteja Vemulapalli Alexander Wong Sirisha Rambhatla 136 0 0 17 Mar 2025
SegDesicNet: Lightweight Semantic Segmentation in Remote Sensing with Geo-Coordinate Embeddings for Domain AdaptationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2025 Sachin Verma Frank Lindseth Gabriel Kiss 164 0 0 11 Mar 2025
COARSE: Collaborative Pseudo-Labeling with Coarse Real Labels for Off-Road Semantic Segmentation Aurelio Noca Xianmei Lei Jonathan Becktor J. Edlund Anna Sabel Patrick Spieler Curtis Padgett Alexandre Alahi Deegan Atha 232 0 0 05 Mar 2025
Enhancing Monocular Depth Estimation with Multi-Source Auxiliary TasksIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2025 Alessio Quercia Erenus Yildiz Zhuo Cao Kai Krajsek Abigail Morrison Ira Assent Hanno Scharr 202 0 0 22 Jan 2025
Adversarially Domain-adaptive Latent Diffusion for Unsupervised Semantic Segmentation Jongmin Yu Zhongtian Sun Shan Luo Jinhong Yang Shan Luo DiffM 184 1 0 22 Dec 2024
C^2DA: Contrastive and Context-aware Domain Adaptive Semantic Segmentation Md. Al-Masrur Khan Zheng Chen Lantao Liu 116 0 0 10 Oct 2024
Reducing Semantic Ambiguity In Domain Adaptive Semantic Segmentation Via Probabilistic Prototypical Pixel ContrastNeural Networks (NN), 2024 Xiaoke Hao Shiyu Liu Chuanbo Feng Ye Zhu 141 0 0 27 Sep 2024
Collaborative Learning for Enhanced Unsupervised Domain Adaptation Minhee Cho Hyesong Choi Hayeon Jo Dongbo Min 249 1 0 04 Sep 2024
MICDrop: Masking Image and Depth Features via Complementary Dropout for Domain-Adaptive Semantic SegmentationEuropean Conference on Computer Vision (ECCV), 2024 Linyan Yang Lukas Hoyer Mark Weber Tobias Fischer Dengxin Dai Laura Leal-Taixé Marc Pollefeys Daniel Cremers Luc Van Gool MDE 138 8 0 29 Aug 2024
PiPa++: Towards Unification of Domain Adaptive Semantic Segmentation via Self-supervised Learning Mu Chen Zhedong Zheng Yi Yang 209 1 0 24 Jul 2024
Training-Free Model Merging for Multi-target Domain Adaptation Wenyi Li Huan-ang Gao Mingju Gao Beiwen Tian Rong Zhi Hao Zhao MoMe 160 9 0 18 Jul 2024
Deep Learning-based Depth Estimation Methods from Monocular Image and Videos: A Comprehensive Survey Uchitha Rajapaksha Ferdous Sohel Hamid Laga D. Diepeveen Mohammed Bennamoun MDE 178 26 0 28 Jun 2024
Syn-to-Real Unsupervised Domain Adaptation for Indoor 3D Object Detection Yunsong Wang Na Zhao Gim Hee Lee 3DPC 240 1 0 17 Jun 2024
MCDS-VSS: Moving Camera Dynamic Scene Video Semantic Segmentation by Filtering with Self-Supervised Geometry and Motion Angel Villar-Corrales Moritz Austermann Sven Behnke VOS 148 0 0 30 May 2024
Open-Set Domain Adaptation for Semantic Segmentation Seun-An Choe Ah-Hyung Shin Keon-Hee Park Jinwoo Choi Gyeong-Moon Park 112 13 0 30 May 2024
Improving Object Detector Training on Synthetic Data by Starting With a Strong Baseline Methodology Frank Ruis Alma M. Liezenga Friso G. Heslinga Luca Ballan Thijs A. Eker Richard J. M. den Hollander Martin C. van Leeuwen Judith Dijk Wyke Huizinga 113 7 0 30 May 2024
SCMix: Stochastic Compound Mixing for Open Compound Domain Adaptation in Semantic SegmentationIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2024 Kai Yao Zhaorui Tan Zixian Su Xi Yang Jie Sun Kaizhu Huang 185 1 0 23 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
Improve Cross-domain Mixed Sampling with Guidance Training for Adaptive SegmentationIEEE Transactions on Instrumentation and Measurement (IEEE Trans. Instrum. Meas.), 2024 Wenlve Zhou Zhiheng Zhou Tianlei Wang Delu Zeng 130 0 0 22 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
ECAP: Extensive Cut-and-Paste Augmentation for Unsupervised Domain Adaptive Semantic Segmentation Erik Brorsson Knut Åkesson Lennart Svensson Kristofer Bengtsson 187 1 0 06 Mar 2024
Energy-based Domain-Adaptive Segmentation with Depth GuidanceIEEE Robotics and Automation Letters (RA-L), 2024 Jinjin Zhu Zhedong Hu Tae-Kyun Kim Lin Wang MDE 130 2 0 06 Feb 2024
Domain Adaptation for Large-Vocabulary Object DetectorsNeural Information Processing Systems (NeurIPS), 2024 Kai Jiang Jiaxing Huang Weiying Xie Jie Lei Yunsong Li Ling Shao Shijian Lu ObjD VLM 172 4 0 13 Jan 2024
Transferring to Real-World Layouts: A Depth-aware Framework for Scene AdaptationACM Multimedia (ACM MM), 2023 Mu Chen Zhedong Zheng Yi Yang 3DV 224 10 0 21 Nov 2023
Unsupervised Domain Adaptation for Semantic Segmentation with Pseudo Label Self-RefinementIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023 Xingchen Zhao Niluthpol Chowdhury Mithun Abhinav Rajvanshi Han-Pang Chiu S. Samarasekera 169 17 0 25 Oct 2023
Informative Data Mining for One-Shot Cross-Domain Semantic SegmentationIEEE International Conference on Computer Vision (ICCV), 2023 Yuxi Wang Jian Liang J. Xiao Shuqi Mei Yu-Ren Yang Zhaoxiang Zhang VLM 138 9 0 25 Sep 2023
Unsupervised Semantic Segmentation Through Depth-Guided Feature Correlation and SamplingComputer Vision and Pattern Recognition (CVPR), 2023 Leon Sick Dominik Engel Pedro Hermosilla Timo Ropinski 160 14 0 21 Sep 2023
Compositional Semantic Mix for Domain Adaptation in Point Cloud SegmentationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Cristiano Saltori Fabio Galasso G. Fiameni Andrii Zadaianchuk Fabio Poiesi Elisa Ricci 3DPC 182 27 0 28 Aug 2023
Semi-Supervised Semantic Depth Estimation using Symbiotic Transformer and NearFarMix AugmentationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023 Md Awsafur Rahman S. Fattah ViT MDE 99 3 0 28 Aug 2023
Look at the Neighbor: Distortion-aware Unsupervised Domain Adaptation for Panoramic Semantic SegmentationIEEE International Conference on Computer Vision (ICCV), 2023 Xueye Zheng Tianbo Pan Yuan Luo Lin Wang 112 37 0 10 Aug 2023
Deep Transfer Learning for Intelligent Vehicle Perception: a SurveyGreen Energy and Intelligent Transportation (GEIT), 2023 Xinyi Liu Jinlong Li Jin Ma Huiming Sun Zhigang Xu Tianyu Zhang Hongkai Yu 248 40 0 26 Jun 2023
Regularizing Self-training for Unsupervised Domain Adaptation via Structural Constraints Rajshekhar Das Jonathan M Francis Sanket Vaibhav Mehta Jean Oh Emma Strubell Jose Moura 173 1 0 29 Apr 2023
EDAPS: Enhanced Domain-Adaptive Panoptic SegmentationIEEE International Conference on Computer Vision (ICCV), 2023 Suman Saha Lukas Hoyer Anton Obukhov Dengxin Dai Luc Van Gool 203 16 0 27 Apr 2023
Domain Adaptive and Generalizable Network Architectures and Training Strategies for Semantic Image SegmentationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Lukas Hoyer Dengxin Dai Luc Van Gool AI4CE OOD 183 34 0 26 Apr 2023
Survey on Unsupervised Domain Adaptation for Semantic Segmentation for Visual Perception in Automated DrivingIEEE Access (IEEE Access), 2023 Manuel Schwonberg J. Niemeijer Jan-Aike Termöhlen Jörg P. Schäfer Nico M. Schmidt Hanno Gottschalk Tim Fingscheidt OOD AI4CE 170 42 0 24 Apr 2023
GeoMultiTaskNet: remote sensing unsupervised domain adaptation using geographical coordinates V. Marsocci Nicolas Gonthier A. Garioud Simone Scardapane Clement Mallet 144 15 0 16 Apr 2023
FREDOM: Fairness Domain Adaptation Approach to Semantic Scene UnderstandingComputer Vision and Pattern Recognition (CVPR), 2023 Thanh-Dat Truong Ngan Le Bhiksha Raj J. Cothren Khoa Luu 146 34 0 04 Apr 2023
Confidence Attention and Generalization Enhanced Distillation for Continuous Video Domain Adaptation Xiyu Wang Yuecong Xu Jianfei Yang Xiaoli Li Zhenghua Chen TTA 118 0 0 18 Mar 2023
Bidirectional Domain Mixup for Domain Adaptive Semantic SegmentationAAAI Conference on Artificial Intelligence (AAAI), 2023 Daehan Kim Min-seok Seo Kwanyong Park Inkyu Shin Sanghyun Woo In-So Kweon Dong-Geol Choi 161 13 0 17 Mar 2023
A Threefold Review on Deep Semantic Segmentation: Efficiency-oriented, Temporal and Depth-aware design F. M. Barbosa Fernando Santos Osório 151 2 0 08 Mar 2023
IDA: Informed Domain Adaptive Semantic SegmentationIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2023 Zheng Chen Zhengming Ding Jason M. Gregory Lantao Liu 164 11 0 05 Mar 2023
Domain Adaptation via Alignment of Operation Profile for Remaining Useful Lifetime PredictionReliability Engineering & System Safety (Reliab. Eng. Syst. Saf.), 2023 Ismail Nejjar Fabian Geissmann Mengjie Zhao C. Taal Olga Fink AI4CE 107 39 0 03 Feb 2023
MIC: Masked Image Consistency for Context-Enhanced Domain AdaptationComputer Vision and Pattern Recognition (CVPR), 2022 Lukas Hoyer Dengxin Dai Haoran Wang Luc Van Gool 253 289 0 02 Dec 2022
Geometry-Aware Network for Domain Adaptive Semantic SegmentationAAAI Conference on Artificial Intelligence (AAAI), 2022 Yinghong Liao Wending Zhou Xu Yan Shuguang Cui Yizhou Yu Zhen Li 3DPC 220 5 0 02 Dec 2022
Exploring Consistency in Cross-Domain Transformer for Domain Adaptive Semantic Segmentation Kaihong Wang Donghyun Kim Regerio Feris Kate Saenko Margrit Betke ViT 184 4 0 27 Nov 2022