Causality-inspired Single-source Domain Generalization for Medical Image Segmentation

24 November 2021

Papers citing "Causality-inspired Single-source Domain Generalization for Medical Image Segmentation"

50 / 82 papers shown

Title
Improving Generalization in MRI-Based Deep Learning Models for Total Knee Replacement Prediction Ehsan Karami Hamid Soltanian-Zadeh AI4CE 19 0 0 27 Apr 2025
CheXWorld: Exploring Image World Modeling for Radiograph Representation Learning Yang Yue Yulin Wang Chenxin Tao Pan Liu Shiji Song Gao Huang MedIm 24 0 0 18 Apr 2025
Mixture-of-Shape-Experts (MoSE): End-to-End Shape Dictionary Framework to Prompt SAM for Generalizable Medical Segmentation Jia Wei Xiaoqi Zhao Jonghye Woo J. Ouyang G. El Fakhri Qingyu Chen Xiaofeng Liu 22 0 0 13 Apr 2025
Casual Inference via Style Bias Deconfounding for Domain Generalization Jiaxi Li Di Lin Hao Chen Hongying Liu Liang Wan Wei Feng OOD CML AI4CE 48 0 0 21 Mar 2025
Style Evolving along Chain-of-Thought for Unknown-Domain Object Detection Zihao Zhang Aming Wu Yahong Han ObjD 48 0 0 13 Mar 2025
Mono2D: A Trainable Monogenic Layer for Robust Knee Cartilage Segmentation on Out-of-Distribution 2D Ultrasound Data Alvin Kimbowa Arjun Parmar Maziar Badii David Liu Matthew Harkey Ilker Hacihaliloglu 54 0 0 12 Mar 2025
WeakMedSAM: Weakly-Supervised Medical Image Segmentation via SAM with Sub-Class Exploration and Prompt Affinity Mining Haoran Wang Lian Huai Wenbin Li Lei Qi Xingqun Jiang Yinghuan Shi MedIm 59 2 0 06 Mar 2025
Building 3D In-Context Learning Universal Model in Neuroimaging Jiesi Hu Hanyang Peng Yanwu Yang Xutao Guo Yang Shang P. Shi Chenfei Ye Ting Ma 62 0 0 04 Mar 2025
Style Content Decomposition-based Data Augmentation for Domain Generalizable Medical Image Segmentation Zhiqiang Shen Peng Cao Jinzhu Yang Osmar R. Zaiane Z. Chen OOD 39 0 0 28 Feb 2025
M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image Segmentation B. Shirokikh Anvar Kurmukov Mariia Donskova Valentin Samokhin Mikhail Belyaev Ivan V. Oseledets OOD 37 0 0 24 Feb 2025
Structure-Aware Stylized Image Synthesis for Robust Medical Image Segmentation Jie Bao Zhixin Zhou Wen Jung Li Rui Luo MedIm 59 0 0 05 Dec 2024
Gaussian Process Emulators for Few-Shot Segmentation in Cardiac MRI Bruno Viti Franz Thaler Kathrin Lisa Kapper M. Urschler Martin Holler Elias Karabelas 26 0 0 11 Nov 2024
Generalizable Single-Source Cross-modality Medical Image Segmentation via Invariant Causal Mechanisms Boqi Chen Yuanzhi Zhu Yunke Ao Sebastiano Caprara Reto Sutter Gunnar Rätsch E. Konukoglu A. Susmelj MedIm DiffM OOD 46 0 0 07 Nov 2024
RobustEMD: Domain Robust Matching for Cross-domain Few-shot Medical Image Segmentation Yazhou Zhu Minxian Li Qiaolin Ye Shidong Wang Tong Xin Haofeng Zhang 33 0 0 01 Oct 2024
Prompting Segment Anything Model with Domain-Adaptive Prototype for Generalizable Medical Image Segmentation Zhikai Wei Wenhui Dong Peilin Zhou Yuliang Gu Zhou Zhao Yongchao Xu VLM MedIm 22 3 0 19 Sep 2024
Medical Image Segmentation via Single-Source Domain Generalization with Random Amplitude Spectrum Synthesis Qiang Qiao Wenyu Wang Meixia Qu Kun Su Bin Jiang Qiang Guo 23 2 0 07 Sep 2024
LNQ 2023 challenge: Benchmark of weakly-supervised techniques for mediastinal lymph node quantification R. Dorent Roya Khajavi Tagwa Idris Erik Ziegler B. Somarouthu ... Minghui Zhang Steve Pieper Gordon Harris Ron Kikinis Tina Kapur 31 5 0 19 Aug 2024
CROCODILE: Causality aids RObustness via COntrastive DIsentangled LEarning Gianluca Carloni Sotirios A. Tsaftaris Sara Colantonio OOD 21 1 0 09 Aug 2024
CAR: Contrast-Agnostic Deformable Medical Image Registration with Contrast-Invariant Latent Regularization Yinsong Wang Siyi Du Shaoming Zheng Xinzhe Luo Chen Qin 25 1 0 03 Aug 2024
A Survey on Cell Nuclei Instance Segmentation and Classification: Leveraging Context and Attention João D. Nunes D. Montezuma Domingos Oliveira Tania Pereira Jaime S. Cardoso 41 1 0 26 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 31 7 0 11 Jul 2024
Causality-inspired Latent Feature Augmentation for Single Domain Generalization Jian Xu Chaojie Ji Yankai Cao Ye Li Ruxin Wang OOD 19 0 0 10 Jun 2024
LNQ Challenge 2023: Learning Mediastinal Lymph Node Segmentation with a Probabilistic Lymph Node Atlas Sofija Engelson J. Ehrhardt Timo Kepp Joshua Niemeijer Heinz Handels 16 1 0 06 Jun 2024
Domain Game: Disentangle Anatomical Feature for Single Domain Generalized Segmentation Hao Chen Hongrun Zhang U. W. Chan Rui Yin Xiaofei Wang Chao Li OOD 29 1 0 04 Jun 2024
Complex Style Image Transformations for Domain Generalization in Medical Images Nikolaos Spanos Anastasios Arsenos P. Theofilou Paraskevi Tzouveli Athanasios Voulodimos Stefanos D. Kollias OOD MedIm 23 0 0 01 Jun 2024
Unbiased Faster R-CNN for Single-source Domain Generalized Object Detection Yajing Liu Shijun Zhou Xiyao Liu Chunhui Hao Baojie Fan Jiandong Tian ObjD 34 10 0 24 May 2024
RaffeSDG: Random Frequency Filtering enabled Single-source Domain Generalization for Medical Image Segmentation Heng Li Haojin Li Jianyu Chen Zhongxi Qiu Huazhu Fu Lidai Wang Yan Hu Jiang-Dong Liu OOD 25 2 0 02 May 2024
Adaptive Affinity-Based Generalization For MRI Imaging Segmentation Across Resource-Limited Settings Eddardaa Ben Loussaief Mohammed Ayad Domenc Puig Hatem A. Rashwan 19 0 0 03 Apr 2024
Language Guided Domain Generalized Medical Image Segmentation Shahina Kunhimon Muzammal Naseer Salman Khan Fahad Shahbaz Khan 18 0 0 01 Apr 2024
Improving cross-domain brain tissue segmentation in fetal MRI with synthetic data Vladyslav Zalevskyi Thomas Sanchez Margaux Roulet Jordina Aviles Verddera Jana Hutter Hamza Kebiri Meritxell Bach Cuadra 25 3 0 22 Mar 2024
MoreStyle: Relax Low-frequency Constraint of Fourier-based Image Reconstruction in Generalizable Medical Image Segmentation Haoyu Zhao Wen-Wen Dong Rui Yu Zhou Zhao Bo Du Yongchao Xu OOD MedIm 35 4 0 18 Mar 2024
ConDiSR: Contrastive Disentanglement and Style Regularization for Single Domain Generalization Aleksandr Matsun Numan Saeed F. Maani Mohammad Yaqub OOD 51 1 0 14 Mar 2024
Unified Source-Free Domain Adaptation Song Tang Wenxin Su Mao Ye Jianwei Zhang Xiatian Zhu 83 5 0 12 Mar 2024
Cooperative Classification and Rationalization for Graph Generalization Linan Yue Qi Liu Ye Liu Weibo Gao Fangzhou Yao Wenfeng Li 16 10 0 10 Mar 2024
GS-EMA: Integrating Gradient Surgery Exponential Moving Average with Boundary-Aware Contrastive Learning for Enhanced Domain Generalization in Aneurysm Segmentation Fengming Lin Yan Xia Michael MacRaild Yash Deo Haoran Dou Qiongyao Liu Nina Cheng Nishant Ravikumar Alejandro F. Frangi 26 0 0 23 Feb 2024
Producing Plankton Classifiers that are Robust to Dataset Shift Cheng Chen S. Kyathanahally Marta Reyes Stefanie Merkli E. Merz Emanuele Francazi Marvin Hoege F. Pomati M. Baity-Jesi 16 2 0 25 Jan 2024
Leveraging SAM for Single-Source Domain Generalization in Medical Image Segmentation Hanhui Wang Huaize Ye Yi Xia Xueyan Zhang MedIm 18 4 0 04 Jan 2024
DG-TTA: Out-of-domain Medical Image Segmentation through Augmentation and Descriptor-driven Domain Generalization and Test-Time Adaptation Christian Weihsbach Christian N. Kruse Alexander Bigalke Mattias P. Heinrich 14 1 0 11 Dec 2023
Domain Generalization of 3D Object Detection by Density-Resampling Shuangzhi Li Lei Ma Xingyu Li 3DPC 8 4 0 17 Nov 2023
Gradient-Map-Guided Adaptive Domain Generalization for Cross Modality MRI Segmentation Bingnan Li Zhitong Gao Xuming He MedIm OOD 19 2 0 16 Nov 2023
Towards contrast-agnostic soft segmentation of the spinal cord Sandrine Bédard E. Karthik C. Tsagkas E. Pravatà C. Granziera Andrew C. Smith K. A. Weber Julien Cohen-Adad 11 12 0 23 Oct 2023
Domain Generalization for Medical Image Analysis: A Survey Jee Seok Yoon Kwanseok Oh Yooseung Shin Maciej A Mazurowski Heung-Il Suk LM&MA OOD 33 8 0 05 Oct 2023
Reconstruction of Patient-Specific Confounders in AI-based Radiologic Image Interpretation using Generative Pretraining T. Han Laura vZigutyt.e L. Huck M. Huppertz R. Siepmann ... Firas Khader Christiane Kuhl S. Nebelung Jakob Kather Daniel Truhn MedIm 17 3 0 29 Sep 2023
CauDR: A Causality-inspired Domain Generalization Framework for Fundus-based Diabetic Retinopathy Grading Hao Wei Peilun Shi Juzheng Miao Minqing Zhang Guitao Bai Jianing Qiu Furui Liu Wu Yuan MedIm OOD 13 3 0 27 Sep 2023
Comprehensive analysis of synthetic learning applied to neonatal brain MRI segmentation R. Valabregue F. Girka A. Pron F. Rousseau G. Auzias 26 6 0 11 Sep 2023
Fluorescent Neuronal Cells v2: Multi-Task, Multi-Format Annotations for Deep Learning in Microscopy L. Clissa A. Macaluso R. Morelli A. Occhinegro E. Piscitiello ... R. Amici M. Cerri T. Hitrec L. Rinaldi A. Zoccoli 3DV 8 3 0 26 Jul 2023
Causal reasoning in typical computer vision tasks Kexuan Zhang Qiyu Sun Chaoqiang Zhao Yang Tang CML 24 11 0 26 Jul 2023
Deep learning for unsupervised domain adaptation in medical imaging: Recent advancements and future perspectives S. Kumari Pravendra Singh OOD 32 29 0 18 Jul 2023
Frequency-mixed Single-source Domain Generalization for Medical Image Segmentation Heng Li Haojin Li Wei-Ye Zhao H. Fu Xiuyun Su Yan Hu Jiang-Dong Liu 3DGS 13 19 0 18 Jul 2023
A Causal Framework to Unify Common Domain Generalization Approaches N. Zhang Kaican Li Han Gao Weiyan Xie Zhi Lin Z. Li Luning Wang Yongxiang Huang FedML OOD AI4CE 14 2 0 13 Jul 2023