Rethinking Data Augmentation for Single-source Domain Generalization in Medical Image Segmentation

27 November 2022

Papers citing "Rethinking Data Augmentation for Single-source Domain Generalization in Medical Image Segmentation"

32 / 32 papers shown

Title
A Dual-Task Synergy-Driven Generalization Framework for Pancreatic Cancer Segmentation in CT Scans Jun Li Y. Zhang Haibo Shi Minhong Li Qiwei Li Xiaohua Qian MedIm 31 0 0 03 May 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 50 0 0 21 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 63 0 0 12 Mar 2025
Task-Specific Knowledge Distillation from the Vision Foundation Model for Enhanced Medical Image Segmentation Pengchen Liang Haishan Huang Bin Pu Jianguo Chen Xiang Hua Jing Zhang Weibo Ma Z. Chen Yiwei Li Qing Chang 43 0 0 10 Mar 2025
Color-Quality Invariance for Robust Medical Image Segmentation Ravi Shah Atsushi Fukuda Q. H. Cap OOD 95 0 0 11 Feb 2025
CoSAM: Self-Correcting SAM for Domain Generalization in 2D Medical Image Segmentation Yihang Fu Z. Chen Yiwen Ye Xingliang Lei Zhisong Wang Yong-quan Xia VLM MedIm 37 0 0 15 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
Deep Transfer Learning for Kidney Cancer Diagnosis Yassine Habchi Hamza Kheddar Yassine Himeur A. Boukabou Shadi Atalla W. Mansoor Hussain Al-Ahmad 40 5 0 08 Aug 2024
The Devil is in the Statistics: Mitigating and Exploiting Statistics Difference for Generalizable Semi-supervised Medical Image Segmentation Muyang Qiu Jian Zhang Lei Qi Qian Yu Yinghuan Shi Yang Gao 35 3 0 16 Jul 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 38 2 0 02 May 2024
Language Guided Domain Generalized Medical Image Segmentation Shahina Kunhimon Muzammal Naseer Salman Khan Fahad Shahbaz Khan 23 0 0 01 Apr 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 42 4 0 18 Mar 2024
ConDiSR: Contrastive Disentanglement and Style Regularization for Single Domain Generalization Aleksandr Matsun Numan Saeed F. Maani Mohammad Yaqub OOD 90 1 0 14 Mar 2024
Single Domain Generalization for Crowd Counting Zhuoxuan Peng S.-H. Gary Chan 21 7 0 14 Mar 2024
CausalCellSegmenter: Causal Inference inspired Diversified Aggregation Convolution for Pathology Image Segmentation Dawei Fan Yifan Gao Jiaming Yu Yanping Chen Wencheng Li Chuancong Lin Kaibin Li Changcai Yang Riqing Chen Lifang Wei 22 1 0 10 Mar 2024
A Survey on Domain Generalization for Medical Image Analysis Ziwei Niu Shuyi Ouyang Shiao Xie Yen-wei Chen Lanfen Lin OOD LM&MA 25 5 0 07 Feb 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
EviPrompt: A Training-Free Evidential Prompt Generation Method for Segment Anything Model in Medical Images Yinsong Xu Jiaqi Tang Aidong Men Qingchao Chen VLM MedIm 24 6 0 10 Nov 2023
SSL-DG: Rethinking and Fusing Semi-supervised Learning and Domain Generalization in Medical Image Segmentation Zanting Ye 24 2 0 05 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 18 12 0 23 Oct 2023
Ultrasound Image Segmentation of Thyroid Nodule via Latent Semantic Feature Co-Registration Xuewei Li Yaqiao Zhu Jie Gao X. Wei Ruixuan Zhang Yuan Tian Mei Yu 24 0 0 13 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 35 4 0 05 Oct 2023
A-Eval: A Benchmark for Cross-Dataset Evaluation of Abdominal Multi-Organ Segmentation Ziyan Huang Zhongying Deng Jin Ye Haoyu Wang Yan-Cheng Su ... Junjun He Yun Gu Shaoting Zhang Lixu Gu Yu Qiao ELM 19 3 0 07 Sep 2023
Neural oscillators for generalization of physics-informed machine learning Taniya Kapoor Abhishek Chandra D. Tartakovsky Hongrui Wang Alfredo Núñez R. Dollevoet AI4CE 19 10 0 17 Aug 2023
Artificial General Intelligence for Medical Imaging Xiang Li Lu Zhang Zihao Wu Zheng Liu Lin Zhao ... Pingkuan Yan Quanzheng Li W. Liu Tianming Liu Dinggang Shen LM&MA AI4CE 17 40 0 08 Jun 2023
Devil is in Channels: Contrastive Single Domain Generalization for Medical Image Segmentation Shishuai Hu Zehui Liao Yong-quan Xia MedIm 29 28 0 08 Jun 2023
Mask-based Data Augmentation for Semi-supervised Semantic Segmentation Ying Chen Xu Ouyang Kaiyue Zhu G. Agam 26 8 0 25 Jan 2021
Robust and Generalizable Visual Representation Learning via Random Convolutions Zhenlin Xu Deyi Liu Junlin Yang Colin Raffel Marc Niethammer OOD AAML 41 190 0 25 Jul 2020