Cross-Modality Medical Image Segmentation

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2 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. CRC-SAM: SAM-Based Multi-Modal Segmentation and Quantification of Colorectal Cancer in CT, Colonoscopy, and Histology Images

    Apr 25, 2026Daniel LaoCross-Modality Medical Image SegmentationImage Segmentation

    Independent researcher

  2. Uni-Encoder Meets Multi-Encoders: Representation Before Fusion for Brain Tumor Segmentation with Missing Modalities

    Apr 24, 2026Peibo Song, Xiaotian Xue, Jinshuo Zhang +5Cross-Modality Medical Image SegmentationHybrid CNN-Transformer Architectures

    School of Mathematics, Shandong University · 2GSFS, The University of Tokyo · 3MedVisAI Lab +2

  3. Align then Refine: Text-Guided 3D Prostate Lesion Segmentation

    Apr 20, 2026Cuiling Sun, Linkai Peng, Adam Murphy +9Cross-Modality Medical Image SegmentationText-Guided Image Segmentation

    Department of Radiology, Northwestern University, Chicago, USA · Department of Urology, Northwestern University, Chicago, USA · Center for Cancer Research, National Cancer Institute, Bethesda, USA

  4. Backbone-Conditional Behavior of Modality Gating in Multi-Modal Prostate MRI Segmentation: A 5-Fold Cross-Validation and Gate Mechanism Analysis

    Apr 12, 2026Yongbo Shu, Wenzhao Xie, Shanhu Yao +4Missing-Modality LearningCross-Modality Medical Image Segmentation

    The Second Xiangya Hospital of Central South University, Changsha, 410011, Hunan, China · School of Life Sciences, Central South University, Changsha, 410013, Hunan, China · Hunan Provincial Key Laboratory of Medical Information Research (Central South University), Changsha, 410011, Hunan, China +2

  5. Federated Learning for Cross-Modality Medical Image Segmentation via Augmentation-Driven Generalization

    Feb 24, 2026Sachin Dudda Nagaraju, Ashkan Moradi, Bendik Skarre Abrahamsen +1Cross-Modality Medical Image SegmentationData Augmentation

    Department of Circulation and Medical Imaging, Norwegian University of Science and Technology, Trondheim, Norway. · Central Staff, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway.

  6. Multi-Channel Uncertainty-Weighted Score Matching for Conditional Diffusion in Medical UDA

    Sep 26, 2025Chen Li, Meilong Xu, Xiaoling Hu +2Cross-Modality Medical Image SegmentationUnsupervised Domain Adaptation

    Stony Brook University, Stony Brook, NY, USA · Massachusetts General Hospital and Harvard Medical School, MA, USA

  7. Johnson-Lindenstrauss Lemma Guided Network for Efficient 3D Medical Segmentation

    Sep 26, 2025Jinpeng Lu, Linghan Cai, Yinda Chen +4Cross-Modality Medical Image SegmentationImage Segmentation

    University of Science and Technology of China · Dresden University of Technology · Harbin Institute of Technology, Shenzhen

  8. Bridging the Inter-Domain Gap through Low-Level Features for Cross-Modal Medical Image Segmentation

    May 17, 2025Pengfei Lyu, Pak-Hei Yeung, Jing Xia +5Cross-Modal LearningCross-Modality Medical Image Segmentation

    Northeastern University, Shenyang, China · Nanyang Technological University, Singapore

  9. Evaluating Synthetic Data Generation for Domain Generalization in Fetal Brain MRI Segmentation

    Nov 11, 2024Vladyslav Zalevskyi, Thomas Sanchez, Margaux Roulet +10Domain RandomizationCross-Modality Medical Image Segmentation

    Department of Radiology, Lausanne University Hospital and University of Lausanne (UNIL), Lausanne, Switzerland · CIBM Center for Biomedical Imaging, Lausanne, Switzerland · Institute for Information Processing, Leibniz University Hannover, Hannover, Germany +5

  10. A Multimodal Feature Distillation with Mamba-Transformer Network for Brain Tumor Segmentation with Incomplete Modalities

    Apr 22, 2024Ming Kang, Fung Fung Ting, Shier Nee Saw +3Cross-Modal Knowledge DistillationCross-Modality Medical Image Segmentation

    School of Information Technology, Monash University, Malaysia Campus, Subang Jaya 47500, Malaysia · Augmented Intelligence and Multimodal analytics (AIM) for Health Lab, Faculty of Information Technology, Monash University, Clayton VIC 3800, Australia · Monash Medical AI Group, Monash University, Clayton VIC 3800, Australia +1

  11. Subcortical Masks Generation in CT Images via Ensemble-Based Cross-Domain Label Transfer

    Date pendingAugustine X. W. Lee, Pak-Hei Yeung, Jagath C. RajapakseCross-Modality Medical Image SegmentationMedical Image Segmentation

    College of Computing and Data Science, Nanyang Technological University, Singapore

  12. MCSeg: Pre-training and Fine-tuning Volumetric Pyramid Transformer for Multi-modal Cardiac Image Segmentation

    Date pendingZhiyu Ye, Hairong Zheng, Tong ZhangCross-Modality Medical Image SegmentationHybrid CNN-Transformer Architectures

    State Key Laboratory of Biomedical Imaging Science and System, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China · Pengcheng Laboratory, Shenzhen, China · University of Chinese Academy of Sciences, Beijing, China