DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation

29 November 2021

Luc Van Gool

Papers citing "DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation"

50 / 245 papers shown

Title
Divide, Ensemble and Conquer: The Last Mile on Unsupervised Domain Adaptation for On-Board Semantic Segmentation Tao Lian Jose L. Gómez Antonio M. López 51 0 0 27 Jun 2024
SynRS3D: A Synthetic Dataset for Global 3D Semantic Understanding from Monocular Remote Sensing Imagery Jian Song Hongruixuan Chen Weihao Xuan Junshi Xia Naoto Yokoya 34 4 0 26 Jun 2024
Agriculture-Vision Challenge 2024 -- The Runner-Up Solution for Agricultural Pattern Recognition via Class Balancing and Model Ensemble Wang Liu Zhiyu Wang Puhong Duan Xudong Kang Shutao Li 14 0 0 18 Jun 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
Exploring the Benefits of Vision Foundation Models for Unsupervised Domain Adaptation B. B. Englert Fabrizio J. Piva Tommie Kerssies Daan de Geus Gijs Dubbelman 34 10 0 14 Jun 2024
ROADWork Dataset: Learning to Recognize, Observe, Analyze and Drive Through Work Zones Anurag Ghosh R. Tamburo Shen Zheng Juan R. Alvarez-Padilla Hailiang Zhu Michael Cardei Nicholas Dunn Christoph Mertz Srinivasa G. Narasimhan 44 1 0 11 Jun 2024
Stable Neighbor Denoising for Source-free Domain Adaptive Segmentation Dong Zhao Shuang Wang Qi Zang Licheng Jiao N. Sebe Zhun Zhong 63 2 0 10 Jun 2024
EAGLE: Efficient Adaptive Geometry-based Learning in Cross-view Understanding Thanh-Dat Truong Utsav Prabhu Dongyi Wang Bhiksha Raj Susan Gauch J. Subbiah Khoa Luu 48 2 0 03 Jun 2024
Diffusion Features to Bridge Domain Gap for Semantic Segmentation Yuxiang Ji Boyong He Chenyuan Qu Zhuoyue Tan Chuan Qin Liaoni Wu 37 2 0 02 Jun 2024
FMARS: Annotating Remote Sensing Images for Disaster Management using Foundation Models Edoardo Arnaudo Jacopo Lungo Vaschetti Lorenzo Innocenti Luca Barco Davide Lisi V. Fissore Claudio Rossi 33 1 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 32 6 0 30 May 2024
BOLD: Boolean Logic Deep Learning Van Minh Nguyen Cristian Ocampo Aymen Askri Louis Leconte Ba-Hien Tran AI4CE 37 0 0 25 May 2024
SCMix: Stochastic Compound Mixing for Open Compound Domain Adaptation in Semantic Segmentation Kai Yao Zhaorui Tan Zixian Su Xi Yang Jie Sun Kaizhu Huang 49 0 0 23 May 2024
UDA4Inst: Unsupervised Domain Adaptation for Instance Segmentation Yachan Guo Yi Xiao Danna Xue Jose Luis Gomez Zurita Antonio M. López 66 0 0 15 May 2024
360SFUDA++: Towards Source-free UDA for Panoramic Segmentation by Learning Reliable Category Prototypes Xueye Zheng Pengyuan Zhou Athanasios V. Vasilakos Lin Wang 46 14 0 25 Apr 2024
Style Adaptation for Domain-adaptive Semantic Segmentation Ting Li Jianshu Chao Deyu An 29 1 0 25 Apr 2024
Unsupervised Domain Adaptation Architecture Search with Self-Training for Land Cover Mapping Clifford Broni-Bediako Junshi Xia Naoto Yokoya AI4CE 34 2 0 23 Apr 2024
Semantic-Rearrangement-Based Multi-Level Alignment for Domain Generalized Segmentation Guanlong Jiao Chenyangguang Zhang Haonan Yin Yu Mo Biqing Huang Hui Pan Yi Luo Jingxian Liu 35 0 0 21 Apr 2024
Incremental Self-training for Semi-supervised Learning Member Ieee Jifeng Guo Zhulin Liu Senior Member Ieee Tong Zhang F. I. C. L. Philip Chen CLL 33 3 0 14 Apr 2024
Unified Language-driven Zero-shot Domain Adaptation Senqiao Yang Zhuotao Tian Li Jiang Jiaya Jia 33 7 0 10 Apr 2024
Vision Transformers in Domain Adaptation and Generalization: A Study of Robustness Shadi Alijani Jamil Fayyad H. Najjaran OOD 32 9 0 05 Apr 2024
Language-Guided Instance-Aware Domain-Adaptive Panoptic Segmentation Elham Amin Mansour Ozan Unal Suman Saha Benjamin Bejar Luc Van Gool 42 1 0 04 Apr 2024
Multi-Level Label Correction by Distilling Proximate Patterns for Semi-supervised Semantic Segmentation Hui Xiao Yuting Hong Li Dong Diqun Yan J. Zhuang Junjie Xiong Dongtai Liang Chengbin Peng 45 1 0 02 Apr 2024
CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning Ziyang Gong Fuhao Li Yupeng Deng Deblina Bhattacharjee Xianzheng Ma Xiangwei Zhu Zhenming Ji 73 9 0 26 Mar 2024
HPL-ESS: Hybrid Pseudo-Labeling for Unsupervised Event-based Semantic Segmentation Linglin Jing Yiming Ding Yunpeng Gao Zhigang Wang Xu Yan Dong Wang Gerald Schaefer Hui Fang Bin Zhao Xuelong Li 34 3 0 25 Mar 2024
BSNet: Box-Supervised Simulation-assisted Mean Teacher for 3D Instance Segmentation Jiahao Lu Jiacheng Deng Tianzhu Zhang 55 5 0 22 Mar 2024
Improve Cross-domain Mixed Sampling with Guidance Training for Adaptive Segmentation Wenlve Zhou Zhiheng Zhou Tianlei Wang Delu Zeng 35 0 0 22 Mar 2024
When Cars meet Drones: Hyperbolic Federated Learning for Source-Free Domain Adaptation in Adverse Weather Giulia Rizzoli Matteo Caligiuri Donald Shenaj F. Barbato Pietro Zanuttigh 40 1 0 20 Mar 2024
ZoDi: Zero-Shot Domain Adaptation with Diffusion-Based Image Transfer Hiroki Azuma Yusuke Matsui Atsuto Maki VLM 39 1 0 20 Mar 2024
PCT: Perspective Cue Training Framework for Multi-Camera BEV Segmentation Haruya Ishikawa Takumi Iida Yoshinori Konishi Yoshimitsu Aoki 32 2 0 19 Mar 2024
Semantics, Distortion, and Style Matter: Towards Source-free UDA for Panoramic Segmentation Xueye Zheng Pengyuan Zhou Athanasios V. Vasilakos Lin Wang 40 20 0 19 Mar 2024
CPA-Enhancer: Chain-of-Thought Prompted Adaptive Enhancer for Object Detection under Unknown Degradations Yuwei Zhang Yan Wu Yanming Liu Xinyue Peng 49 5 0 17 Mar 2024
Style Blind Domain Generalized Semantic Segmentation via Covariance Alignment and Semantic Consistence Contrastive Learning Woojin Ahn G. Yang H. Choi M. Lim 36 6 0 10 Mar 2024
ECAP: Extensive Cut-and-Paste Augmentation for Unsupervised Domain Adaptive Semantic Segmentation Erik Brorsson Knut Åkesson Lennart Svensson Kristofer Bengtsson 43 0 0 06 Mar 2024
Causal Prototype-inspired Contrast Adaptation for Unsupervised Domain Adaptive Semantic Segmentation of High-resolution Remote Sensing Imagery Jingru Zhu Ya Guo Geng Sun Liang Hong Jie Chen 35 3 0 06 Mar 2024
DDF: A Novel Dual-Domain Image Fusion Strategy for Remote Sensing Image Semantic Segmentation with Unsupervised Domain Adaptation Lingyan Ran Lushuang Wang Tao Zhuo Yinghui Xing 47 5 0 05 Mar 2024
An Empirical Study of the Generalization Ability of Lidar 3D Object Detectors to Unseen Domains George Eskandar Chongzhe Zhang Abhishek Kaushik Karim Guirguis Mohamed Sayed Bin Yang OOD 3DPC 46 9 0 27 Feb 2024
Unsupervised Domain Adaptation for Brain Vessel Segmentation through Transwarp Contrastive Learning Fengming Lin Yan Xia Michael MacRaild Yash Deo Haoran Dou Qiongyao Liu Kun Wu Nishant Ravikumar Alejandro F. Frangi OOD 32 1 0 23 Feb 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 36 0 0 20 Feb 2024
ControlUDA: Controllable Diffusion-assisted Unsupervised Domain Adaptation for Cross-Weather Semantic Segmentation Fengyi Shen Li Zhou Kagan Kucukaytekin Ziyuan Liu He Wang Alois C. Knoll DiffM 29 2 0 09 Feb 2024
We're Not Using Videos Effectively: An Updated Domain Adaptive Video Segmentation Baseline Simar Kareer Vivek Vijaykumar Harsh Maheshwari Prithvijit Chattopadhyay Judy Hoffman Viraj Prabhu 33 2 0 01 Feb 2024
Vanishing-Point-Guided Video Semantic Segmentation of Driving Scenes Diandian Guo Deng-Ping Fan Tongyu Lu Christos Sakaridis Luc Van Gool VOS 21 2 0 27 Jan 2024
SSR: SAM is a Strong Regularizer for domain adaptive semantic segmentation Yanqi Ge Ye Huang Wen Li Lixin Duan 27 0 0 26 Jan 2024
Enhancing cross-domain detection: adaptive class-aware contrastive transformer Ziru Zeng Yue Ding Hongtao Lu ViT 66 2 0 24 Jan 2024
Semantic Segmentation in Multiple Adverse Weather Conditions with Domain Knowledge Retention Xin Yang Wending Yan Yuan. Yuan Michael Bi Mi Robby T. Tan CLL 37 4 0 15 Jan 2024
All for One, and One for All: UrbanSyn Dataset, the third Musketeer of Synthetic Driving Scenes J. L. Gómez Manuel Silva Antonio Seoane Agnes Borrás Mario Noriega Germán Ros Jose A. Iglesias-Guitian Antonio M. López 3DPC 70 12 0 19 Dec 2023
Collaborating Foundation Models for Domain Generalized Semantic Segmentation Yasser Benigmim Subhankar Roy S. Essid Vicky Kalogeiton Stéphane Lathuilière 25 12 0 15 Dec 2023
Semantic Connectivity-Driven Pseudo-labeling for Cross-domain Segmentation Dong Zhao Rui Yang Shuang Wang Qi Zang Yang Hu Licheng Jiao N. Sebe Zhun Zhong 56 6 0 11 Dec 2023
AUGCAL: Improving Sim2Real Adaptation by Uncertainty Calibration on Augmented Synthetic Images Prithvijit Chattopadhyay Bharat Goyal B. Ecsedi Viraj Prabhu Judy Hoffman 46 0 0 11 Dec 2023