Modality-aware Mutual Learning for Multi-modal Medical Image Segmentation

21 July 2021

Papers citing "Modality-aware Mutual Learning for Multi-modal Medical Image Segmentation"

32 / 32 papers shown

Title
BrainSegDMlF: A Dynamic Fusion-enhanced SAM for Brain Lesion Segmentation H. Wang Yifeng Wu Huimin Huang Hongtao Wu Jia-Xuan Jiang ... Hao Zheng Xian Wu Yefeng Zheng Jinping Xu Jing Cheng MedIm 29 0 0 09 May 2025
Task-oriented Uncertainty Collaborative Learning for Label-Efficient Brain Tumor Segmentation Zhenxuan Zhang Hongjie Wu Jiahao Huang Baihong Xie Zhifan Gao Junxian Du Pete Lally Guang Yang 58 0 0 07 Mar 2025
MulModSeg: Enhancing Unpaired Multi-Modal Medical Image Segmentation with Modality-Conditioned Text Embedding and Alternating Training Chengyin Li Hui Zhu Rafi Ibn Sultan H. Bagher-Ebadian Prashant Khanduri Chetty Indrin Kundan Thind Dongxiao Zhu MedIm 80 1 0 23 Nov 2024
MedUniSeg: 2D and 3D Medical Image Segmentation via a Prompt-driven Universal Model Yiwen Ye Ziyang Chen Jianpeng Zhang Yutong Xie Yong Xia MedIm 39 3 0 08 Oct 2024
GTP-4o: Modality-prompted Heterogeneous Graph Learning for Omni-modal Biomedical Representation Chenxin Li Xinyu Liu Cheng Wang Yifan Liu Weihao Yu Jing Shao Yixuan Yuan 40 13 0 08 Jul 2024
Completed Feature Disentanglement Learning for Multimodal MRIs Analysis Tianling Liu Hongying Liu Fanhua Shang Lequan Yu Tong Han Liang Wan 42 1 0 06 Jul 2024
Multimodal Data Integration for Precision Oncology: Challenges and Future Directions Huajun Zhou Fengtao Zhou Chenyu Zhao Yingxue Xu Luyang Luo Hao Chen 32 5 0 28 Jun 2024
Lesion-Aware Cross-Phase Attention Network for Renal Tumor Subtype Classification on Multi-Phase CT Scans Kwang-Hyun Uhm Seung-Won Jung Sung-Hoo Hong Sung-Jea Ko MedIm 23 1 0 24 Jun 2024
Rethinking Abdominal Organ Segmentation (RAOS) in the clinical scenario: A robustness evaluation benchmark with challenging cases Xiangde Luo Zihan Li Shaoting Zhang Wenjun Liao Guotai Wang OOD 24 4 0 19 Jun 2024
Multimodal Learning With Intraoperative CBCT & Variably Aligned Preoperative CT Data To Improve Segmentation M. Tschuchnig Philipp Steininger M. Gadermayr 29 0 0 17 Jun 2024
Enhancing Incomplete Multi-modal Brain Tumor Segmentation with Intra-modal Asymmetry and Inter-modal Dependency Weide Liu Jingwen Hou Xiaoyang Zhong Huijing Zhan Jun Cheng Yuming Fang Guanghui Yue 22 0 0 14 Jun 2024
DiffSeg: A Segmentation Model for Skin Lesions Based on Diffusion Difference Zhihao Shuai Yinan Chen Shunqiang Mao Yihan Zho Xiaohong Zhang MedIm 33 2 0 25 Apr 2024
A Multimodal Feature Distillation with CNN-Transformer Network for Brain Tumor Segmentation with Incomplete Modalities Ming Kang F. F. Ting Raphaël C.-W. Phan Zongyuan Ge Chee-Ming Ting 41 2 0 22 Apr 2024
Opportunities and challenges in the application of large artificial intelligence models in radiology Liangrui Pan Zhenyu Zhao Ying Lu Kewei Tang Liyong Fu Qingchun Liang Shaoliang Peng LM&MA MedIm AI4CE 37 5 0 24 Mar 2024
Modality-Aware and Shift Mixer for Multi-modal Brain Tumor Segmentation Zhongzhen Huang Linda Wei Shaoting Zhang Xiaofan Zhang 31 0 0 04 Mar 2024
Complementary Information Mutual Learning for Multimodality Medical Image Segmentation Chuyun Shen Wenhao Li Haoqing Chen Xiaoling Wang Fengping Zhu Yuxin Li Xiangfeng Wang Bo Jin 38 3 0 05 Jan 2024
Multi-modal Learning with Missing Modality in Predicting Axillary Lymph Node Metastasis Shichuan Zhang Sunyi Zheng Zhongyi Shui Honglin Li Lin Yang 21 5 0 03 Jan 2024
One Model to Rule them All: Towards Universal Segmentation for Medical Images with Text Prompts Ziheng Zhao Yao Zhang Chaoyi Wu Xiaoman Zhang Ya-Qin Zhang Yanfeng Wang Weidi Xie VLM MedIm 32 37 0 28 Dec 2023
Multimodal Representation Learning by Alternating Unimodal Adaptation Xiaohui Zhang Jaehong Yoon Mohit Bansal Huaxiu Yao 28 21 0 17 Nov 2023
SegReg: Segmenting OARs by Registering MR Images and CT Annotations Zeyu Zhang Xuyin Qi Bowen Zhang Biao Wu Hien Le ... Zhibin Liao Yunxiang Liu Johan W. Verjans Minh Nguyen Nhat To Richard Hartley 13 13 0 12 Nov 2023
Learnable Cross-modal Knowledge Distillation for Multi-modal Learning with Missing Modality Hu Wang Yuanhong Chen Congbo Ma Yuan Zhang Jodie Avery Gustavo Carneiro Gustavo Carneiro 20 27 0 02 Oct 2023
Prototype-Driven and Multi-Expert Integrated Multi-Modal MR Brain Tumor Image Segmentation Yafei Zhang Zhiyuan Li Huafeng Li Dapeng Tao 19 1 0 22 Jul 2023
Liver Tumor Screening and Diagnosis in CT with Pixel-Lesion-Patient Network K. Yan Xiaoli Yin Yingda Xia Fakai Wang Shu Wang ... Xiaoyu Bai Jingren Zhou Ling Zhang Le Lu Yu Shi MedIm 32 5 0 17 Jul 2023
Multiscale Progressive Text Prompt Network for Medical Image Segmentation Xianjun Han Qianqian Chen Zhaoyang Xie Xuejun Li Hongyu Yang MedIm 22 8 0 30 Jun 2023
Trustworthy Multi-phase Liver Tumor Segmentation via Evidence-based Uncertainty Chuanfei Hu Tianyi Xia Yingwei Cui Quchen Zou Yuan-Cheng Wang Wenbo Xiao Shenghong Ju Xinde Li EDL 17 30 0 09 May 2023
UniverSeg: Universal Medical Image Segmentation V. Butoi Jose Javier Gonzalez Ortiz Tianyu Ma M. Sabuncu John Guttag Adrian V. Dalca 30 71 0 12 Apr 2023
CancerUniT: Towards a Single Unified Model for Effective Detection, Segmentation, and Diagnosis of Eight Major Cancers Using a Large Collection of CT Scans Jieneng Chen Yingda Xia Jiawen Yao K. Yan Jianpeng Zhang ... Xin Chen Jingren Zhou Alan Yuille Zai-De Liu Ling Zhang ViT MedIm 28 15 0 28 Jan 2023
Probabilistic Integration of Object Level Annotations in Chest X-ray Classification Tom van Sonsbeek Xiantong Zhen Dwarikanath Mahapatra M. Worring 23 13 0 13 Oct 2022
Joint Prediction of Meningioma Grade and Brain Invasion via Task-Aware Contrastive Learning Tianlin Liu Wennan Liu Lequan Yu Liang Wan Tong Han Lei Zhu 11 4 0 04 Sep 2022
NestedFormer: Nested Modality-Aware Transformer for Brain Tumor Segmentation Zhaohu Xing Lequan Yu Liang Wan Tong Han Lei Zhu ViT MedIm 20 61 0 31 Aug 2022
mmFormer: Multimodal Medical Transformer for Incomplete Multimodal Learning of Brain Tumor Segmentation Yao Zhang Nanjun He Jiawei Yang Yuexiang Li Dong Wei Yawen Huang Yang Zhang Zhiqiang He Yefeng Zheng MedIm 25 107 0 06 Jun 2022
Medical Image Segmentation on MRI Images with Missing Modalities: A Review Reza Azad Nika Khosravi Mohammad Dehghanmanshadi Julien Cohen-Adad Dorit Merhof 26 38 0 11 Mar 2022