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
Boosting Cross-spectral Unsupervised Domain Adaptation for Thermal Semantic Segmentation Seokjun Kwon Jeongmin Shin Namil Kim Soonmin Hwang Yukyung Choi 31 0 0 11 May 2025
Panoramic Out-of-Distribution Segmentation Mengfei Duan Kailun Yang Y. Zhang Yihong Cao Fei Teng Kai Luo Jiaming Zhang Zhiyong Li Shutao Li 59 0 0 06 May 2025
SAR Object Detection with Self-Supervised Pretraining and Curriculum-Aware Sampling Yasin Almalioglu Andrzej Kucik Geoffrey French Dafni Antotsiou Alexander Adam Cedric Archambeau 23 0 0 17 Apr 2025
Domain Generalization through Attenuation of Domain-Specific Information Reiji Saito Kazuhiro Hotta 26 0 0 09 Apr 2025
Transferable Mask Transformer: Cross-domain Semantic Segmentation with Region-adaptive Transferability Estimation Enming Zhang Z. Li Yanru Wu J. Wang Yang Tan Ruizhe Zhao Guan Wang Yang Li ViT 33 0 0 08 Apr 2025
Earth-Adapter: Bridge the Geospatial Domain Gaps with Mixture of Frequency Adaptation Xiaoxing Hu Ziyang Gong Y. Wang Yuru Jia Gen Luo Xue Yang 121 0 0 08 Apr 2025
SemiDAViL: Semi-supervised Domain Adaptation with Vision-Language Guidance for Semantic Segmentation Hritam Basak Zhaozheng Yin VLM 33 0 0 08 Apr 2025
COSMIC: Clique-Oriented Semantic Multi-space Integration for Robust CLIP Test-Time Adaptation Fanding Huang Jingyan Jiang Qinting Jiang Hebei Li Faisal Nadeem Khan Zhi Wang VLM 52 0 0 30 Mar 2025
Concept-Aware LoRA for Domain-Aligned Segmentation Dataset Generation Minho Park S. Park Jungsoo Lee Hyojin Park Kyuwoong Hwang Fatih Porikli Jaegul Choo Sungha Choi 36 0 0 28 Mar 2025
Semantic Library Adaptation: LoRA Retrieval and Fusion for Open-Vocabulary Semantic Segmentation Reza Qorbani Gianluca Villani Theodoros Panagiotakopoulos Marc Botet Colomer Linus Harenstam-Nielsen ... Pier Luigi Dovesi Jussi Karlgren Daniel Cremers F. Tombari Matteo Poggi VLM 52 0 0 27 Mar 2025
EventFly: Event Camera Perception from Ground to the Sky Lingdong Kong Dongyue Lu Xiang Xu Lai Xing Ng Wei Tsang Ooi Benoit R. Cottereau 45 0 0 25 Mar 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 44 0 0 17 Mar 2025
LuSeg: Efficient Negative and Positive Obstacles Segmentation via Contrast-Driven Multi-Modal Feature Fusion on the Lunar Shuaifeng Jiao Zhiwen Zeng Zhuoqun Su Xieyuanli Chen Zongtan Zhou Huimin Lu 58 0 0 14 Mar 2025
SegDesicNet: Lightweight Semantic Segmentation in Remote Sensing with Geo-Coordinate Embeddings for Domain Adaptation Sachin Verma Frank Lindseth Gabriel Kiss 55 0 0 11 Mar 2025
HyDA: Hypernetworks for Test Time Domain Adaptation in Medical Imaging Analysis Doron Serebro Tammy Riklin-Raviv OOD 60 0 0 06 Mar 2025
Gaze-Assisted Human-Centric Domain Adaptation for Cardiac Ultrasound Image Segmentation Ruiyi Li Yuting He Rongjun Ge C. Wang Daoqiang Zhang Yang Chen Shuo Li 110 0 0 06 Feb 2025
Adaptive Cybersecurity: Dynamically Retrainable Firewalls for Real-Time Network Protection Sina Ahmadi AAML AI4CE 37 0 0 17 Jan 2025
WeatherDG: LLM-assisted Diffusion Model for Procedural Weather Generation in Domain-Generalized Semantic Segmentation Chenghao Qian Yuhu Guo Yuhong Mo Wenjing Li DiffM 35 2 0 31 Dec 2024
Towards Unsupervised Model Selection for Domain Adaptive Object Detection Hengfu Yu Jinhong Deng Wen Li Lixin Duan 40 0 0 23 Dec 2024
Leveraging Contrastive Learning for Semantic Segmentation with Consistent Labels Across Varying Appearances Javier Montalvo Roberto Alcover-Couso Pablo Carballeira Álvaro García-Martín Juan C. Sanmiguel Marcos Escudero-Viñolo 72 0 0 21 Dec 2024
CrackUDA: Incremental Unsupervised Domain Adaptation for Improved Crack Segmentation in Civil Structures Kushagra Srivastava Damodar Datta Kancharla Rizvi Tahereen P. Ramancharla Ravi Kiran Sarvadevabhatla Harikumar Kandath 70 0 0 20 Dec 2024
Exploring Semantic Consistency and Style Diversity for Domain Generalized Semantic Segmentation Hongwei Niu Linhuang Xie Jianghang Lin Shengchuan Zhang 72 0 0 16 Dec 2024
AH-OCDA: Amplitude-based Curriculum Learning and Hopfield Segmentation Model for Open Compound Domain Adaptation Jaehyun Choi Junwon Ko Dong-Jae Lee Junmo Kim VLM 70 0 0 03 Dec 2024
Exponential Moving Average of Weights in Deep Learning: Dynamics and Benefits Daniel Morales-Brotons Thijs Vogels Hadrien Hendrikx 121 17 0 27 Nov 2024
A Study on Unsupervised Domain Adaptation for Semantic Segmentation in the Era of Vision-Language Models Manuel Schwonberg Claus Werner Hanno Gottschalk Carsten Meyer VLM 87 0 0 25 Nov 2024
Joint-Optimized Unsupervised Adversarial Domain Adaptation in Remote Sensing Segmentation with Prompted Foundation Model Shuchang Lyu Qi Zhao Guangliang Cheng Yiwei He Zheng Zhou Guangbiao Wang Zhenwei Shi 31 0 0 08 Nov 2024
ROAD-Waymo: Action Awareness at Scale for Autonomous Driving Salman Khan Izzeddin Teeti Reza Javanmard Alitappeh Mihaela C. Stoian Eleonora Giunchiglia Gurkirt Singh Andrew Bradley Fabio Cuzzolin 40 0 0 03 Nov 2024
Unsupervised Modality Adaptation with Text-to-Image Diffusion Models for Semantic Segmentation Ruihao Xia Yu Liang Peng-Tao Jiang H. Zhang Bo-wen Li Yang Tang Pan Zhou DiffM VLM 31 1 0 29 Oct 2024
GenGMM: Generalized Gaussian-Mixture-based Domain Adaptation Model for Semantic Segmentation Nazanin Moradinasab Hassan Jafarzadeh Donald E. Brown VLM 24 1 0 21 Oct 2024
SiamSeg: Self-Training with Contrastive Learning for Unsupervised Domain Adaptation Semantic Segmentation in Remote Sensing Bin Wang Fei Deng Shuang Wang Wen Luo Zhixuan Zhang Gulan Zhang Peifan Jiang SSL 19 0 0 17 Oct 2024
C^2DA: Contrastive and Context-aware Domain Adaptive Semantic Segmentation Md. Al-Masrur Khan Zheng Chen Lantao Liu 23 0 0 10 Oct 2024
Reducing Semantic Ambiguity In Domain Adaptive Semantic Segmentation Via Probabilistic Prototypical Pixel Contrast Xiaoke Hao Shiyu Liu Chuanbo Feng Ye Zhu 28 0 0 27 Sep 2024
Layer-wise Model Merging for Unsupervised Domain Adaptation in Segmentation Tasks Roberto Alcover-Couso Juan C. Sanmiguel Marcos Escudero-Viñolo Jose M. Martínez FedML MoMe 25 1 0 24 Sep 2024
Hybrid-TTA: Continual Test-time Adaptation via Dynamic Domain Shift Detection Hyewon Park Hyejin Park Jueun Ko Dongbo Min TTA 33 0 0 13 Sep 2024
Do Vision Foundation Models Enhance Domain Generalization in Medical Image Segmentation? Kerem Cekmeceli Meva Himmetoglu G. I. Tombak A. Susmelj Ertunc Erdil E. Konukoglu MedIm 30 2 0 12 Sep 2024
Train Till You Drop: Towards Stable and Robust Source-free Unsupervised 3D Domain Adaptation Björn Michele Alexandre Boulch Tuan-Hung Vu Gilles Puy Renaud Marlet Nicolas Courty TTA 33 0 0 06 Sep 2024
Collaborative Learning for Enhanced Unsupervised Domain Adaptation Minhee Cho Hyesong Choi Hayeon Jo Dongbo Min 27 1 0 04 Sep 2024
Towards Robust Online Domain Adaptive Semantic Segmentation under Adverse Weather Conditions Taorong Liu Jing Xiao Liang Liao Chia-Wen Lin 27 0 0 02 Sep 2024
MICDrop: Masking Image and Depth Features via Complementary Dropout for Domain-Adaptive Semantic Segmentation Linyan Yang Lukas Hoyer Mark Weber Tobias Fischer Dengxin Dai Laura Leal-Taixé Marc Pollefeys Daniel Cremers Luc Van Gool MDE 32 3 0 29 Aug 2024
Source-Free Test-Time Adaptation For Online Surface-Defect Detection Yiran Song Qianyu Zhou Lizhuang Ma TTA 40 1 0 18 Aug 2024
Cross-Domain Semantic Segmentation on Inconsistent Taxonomy using VLMs Jeongkee Lim Yusung Kim 41 2 0 05 Aug 2024
Unsupervised Domain Adaption Harnessing Vision-Language Pre-training Wenlve Zhou Zhiheng Zhou VLM 38 6 0 05 Aug 2024
Pixel-Level Domain Adaptation: A New Perspective for Enhancing Weakly Supervised Semantic Segmentation Ye Du Zehua Fu Qingjie Liu 28 1 0 04 Aug 2024
PiPa++: Towards Unification of Domain Adaptive Semantic Segmentation via Self-supervised Learning Mu Chen Zhedong Zheng Yi Yang 38 0 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 48 5 0 18 Jul 2024
FREST: Feature RESToration for Semantic Segmentation under Multiple Adverse Conditions Sohyun Lee Nam-Won Kim Sungyeon Kim Suha Kwak 37 2 0 18 Jul 2024
Textual Query-Driven Mask Transformer for Domain Generalized Segmentation Byeonghyun Pak Byeongju Woo Sunghwan Kim Dae-Hwan Kim Hoseong Kim 42 3 0 12 Jul 2024
FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and Classification Yu Tian Congcong Wen Min Shi Muhammad Muneeb Afzal Hao Huang Muhammad Osama Khan Yan Luo Yi Fang Mengyu Wang OOD 36 7 0 11 Jul 2024
Gradient-based Class Weighting for Unsupervised Domain Adaptation in Dense Prediction Visual Tasks Roberto Alcover-Couso Marcos Escudero-Viñolo Juan C. Sanmiguel Jesús Bescós AI4CE 36 3 0 01 Jul 2024
ProtoGMM: Multi-prototype Gaussian-Mixture-based Domain Adaptation Model for Semantic Segmentation Nazanin Moradinasab Laura S. Shankman Rebecca A. Deaton Gary K. Owens Donald E. Brown VLM 34 2 0 27 Jun 2024