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Medical Image Analysis, Volume 107
Volume 107, 2026
- Nikrouz Bahadormanesh, Mohamed Abdelkhalek, Zahra Keshavarz-Motamed:

A doppler-exclusive computational diagnostic framework to enhance conventional 2-D clinical ultrasound with 3-D mitral valve dynamics and cardiac hemodynamics. 103772 - Guankun Wang

, Long Bai
, Junyi Wang, Kun Yuan
, Zhen Li, Tianxu Jiang
, Xiting He, Jinlin Wu, Zhen Chen
, Zhen Lei, Hongbin Liu, Jiazheng Wang, Fan Zhang, Nicolas Padoy
, Nassir Navab, Hongliang Ren
:
EndoChat: Grounded multimodal large language model for endoscopic surgery. 103789 - Zhuoshuo Li

, Jiong Zhang
, Youbing Zeng, Jiaying Lin, Dan Zhang, Jianjia Zhang
, Duan Xu, Hosung Kim, Bingguang Liu, Mengting Liu:
SurfGNN: A robust surface-based prediction model with interpretability for coactivation maps of spatial and cortical features. 103793 - Peijie Qiu

, Satrajit Chakrabarty
, Phuc Nguyen, Soumyendu Sekhar Ghosh, Aristeidis Sotiras
:
QCResUNet: Joint subject-level and voxel-level segmentation quality prediction. 103718 - Junyang Wu, Yun Gu

, Guang-Zhong Yang:
Trimming-then-augmentation: Towards robust depth and odometry estimation for endoscopic images. 103736 - Souradeep Chakraborty

, Ruoyu Xue, Rajarsi Gupta, Oksana Yaskiv, Constantin Friedman, Natallia Sheuka, Dana Perez, Paul Friedman, Won-Tak Choi, Waqas Mahmud, Beatrice Knudsen, Gregory J. Zelinsky, Joel H. Saltz, Dimitris Samaras:
Measuring and predicting where and when pathologists focus their visual attention while grading whole slide images of cancer. 103752 - Ziyun Liang, Xiaoqing Guo, Wentian Xu, Yasin Ibrahim, Natalie Voets, Pieter M. Pretorius, J. Alison Noble, Konstantinos Kamnitsas

:
IterMask3D: Unsupervised anomaly detection and segmentation with test-time iterative mask refinement in 3D brain MRI. 103763 - Hengjia Ran, Jianan Cui, Xuhui Feng

, Yubo Ye, Yufei Jin, Yunmei Chen, Bo Zhao
, Rui Hu, Min Guo, Xinhui Su, Huafeng Liu:
Reinforced physiology-informed learning for image completion from partial-frame dynamic PET imaging. 103767 - Daan Kuppens

, Sebastiano Barbieri, Daisy van den Berg, Pepijn Schouten, Harriet C. Thoeny, Hanneke W. M. van Laarhoven, Myrte Wennen
, Oliver J. Gurney-Champion:
Acquisition-independent deep learning for quantitative MRI parameter estimation using neural controlled differential equations. 103768 - Fenghe Tang

, Qingsong Yao
, Wenxin Ma, Chenxu Wu, Zihang Jiang
, S. Kevin Zhou
:
Hi-End-MAE: Hierarchical encoder-driven masked autoencoders are stronger vision learners for medical image segmentation. 103770 - Zhusi Zhong

, Yuli Wang
, Lulu Bi
, Zhuoqi Ma
, Sun Ho Ahn, Christopher J. Mullin, Colin Greineder
, Michael K. Atalay
, Scott Collins, Grayson Baird, Cheng Ting Lin, J. Webster Stayman, Todd M. Kolb, Ihab Kamel, Harrison X. Bai, Zhicheng Jiao:
Abn-BLIP: Abnormality-aligned Bootstrapping Language-Image Pre-training for pulmonary embolism diagnosis and report generation from CTPA. 103786 - Lingxi Hu

, Xiao Wu
, Risa Higashita, Xiaoli Xing, Menglan Zhou, Song Lin, Xiaorong Li, Yi Yue, Zunjie Xiao, Yinglin Zhang
, Chenglin Yao, Jinming Duan, Jiang Liu:
Long-term stabilized iris tracking with unsupervised constraints on dynamic AS-OCT. 103787 - Christian Wachinger

, Dennis M. Hedderich, Melissa Thalhammer
, Fabian Bongratz
:
Individualized mapping of aberrant cortical thickness via stochastic cortical self-reconstruction. 103788 - Fakai Wang

, Zhehan Shen, Huimin Lin
, Fuhua Yan:
Correlation Routing Network for Explainable Lesion Classification in Multi-Parametric Liver MRI. 103790 - M. Sjoerdsma, S. Bouwmeester, F. van Heesch, P. Houthuizen, Richard G. P. Lopata

:
Spatio-temporal registration of multi-perspective 3D echocardiography for improved strain estimation. 103791 - Ziyao Zhang, Qiankun Ma

, Tong Zhang
, Jie Chen, Hairong Zheng, Wen Gao:
Switch-UMamba: Dynamic scanning vision Mamba UNet for medical image segmentation. 103792 - Xuegang Song, Kaixiang Shu

, Peng Yang, Cheng Zhao, Feng Zhou, Alejandro F. Frangi, Jiuwen Cao, Xiaohua Xiao, Shuqiang Wang, Tianfu Wang, Baiying Lei:
Developing a knowledge-guided federated graph attention learning network with a diffusion module to diagnose Alzheimer's disease. 103794 - Qianwen Ji, Yizhou Chen

, Xiaojun Chen:
Template-based semantic-guided orthodontic teeth alignment previewer. 103802 - Jia-Yang Song, Qiu-Hua Lin, Chi Zhou, Yi-Ran Wang, Yu-Ping Wang, Vince D. Calhoun:

Detecting low-amplitude biomarker activations via decomposition of complex-valued fMRI data with collaborative phase and magnitude sparsity. 103803 - Fangmao Ju, Yuzhu He, Fan Wang, Xianjun Li, Chen Niu, Chunfeng Lian

, Jianhua Ma:
Model-unrolled fast MRI with weakly supervised lesion enhancement. 103806 - Christopher Nielsen, Matthias Wilms, Nils D. Forkert

:
A novel gradient inversion attack framework to investigate privacy vulnerabilities during retinal image-based federated learning. 103807 - Xuan Xu, Saarthak Kapse, Prateek Prasanna:

SuperDiff: A diffusion super-resolution method for digital pathology with comprehensive quality assessment. 103808 - Caroline H. Roney, Gernot Plank

, Shohreh Honarbakhsh, Caterina Vidal Horrach, Simone Pezzuto
, Edward J. Vigmond
:
Recovering intrinsic conduction velocity and action potential duration from electroanatomic mapping data using curvature. 103809 - Bangkang Fu

, Junjie He
, Xiaoli Zhang, Yunsong Peng
, Zhuxu Zhang, Qi Tang, Xinfeng Liu, Ying Cao, Rongpin Wang:
HSFSurv: A hybrid supervision framework at individual and feature levels for multimodal cancer survival analysis. 103810 - Juan P. Meneses

, Cristian Tejos
, Enes Makalic, Sergio Uribe:
Non-iterative and uncertainty-aware MRI-based liver fat estimation using an unsupervised deep learning method. 103811 - Junxia Wang

, Jing Wang, Jun Ma, Baijing Chen, Zeyuan Chen, Yuanjie Zheng:
CaliDiff: Multi-rater annotation calibrating diffusion probabilistic model towards medical image segmentation. 103812 - Xingyu Wang

, Junzhong Ji, Gan Liu, Yadong Xiao:
PE-RBNAS: A robust neural architecture search with progressive-enhanced strategies for brain network classification. 103813 - Jiazhen Wang

, Zhihao Shi, Xiang Gu, Yan Yang, Jian Sun:
Diffusion-based arbitrary-scale magnetic resonance image super-resolution via progressive k-space reconstruction and denoising. 103814 - Biao He, Erni Ji, Xiaofen Zong, Zhen Liang, Gan Huang, Li Zhang:

GraSTI-ACL: Graph spatial-temporal infomax with adversarial contrastive learning for brain disorders diagnosis based on resting-state fMRI. 103815 - Peng Li

, Jianxing Liu, Yue Hu
:
Anatomical structure-guided joint spatiotemporal graph embedding framework for magnetic resonance fingerprint reconstruction. 103816 - Linkun Cai, Yawen Liu, Haijun Niu, Wei Zheng, Hao Wang, Han Lv, Pengling Ren, Zhenchang Wang:

AgGAN: Anatomy-guided generative adversarial network to synthesize arterial spin labeling images for cerebral blood flow measurement under simulated microgravity. 103817 - Duwei Dai, Caixia Dong

, Haolin Huang
, Fan Liu, Zongfang Li, Songhua Xu:
Improving the performance of medical image segmentation with instructive feature learning. 103818 - Xiang Li, Like Li

, Minglei Li, Pengfei Yan
, Ting Feng
, Hao Luo
, Yong Zhao, Shen Yin:
Knowledge distillation and teacher-student learning in medical imaging: Comprehensive overview, pivotal role, and future directions. 103819 - Zhibin He

, Wuyang Li, Tianming Liu, Xiang Li, Junwei Han, Tuo Zhang, Yixuan Yuan
:
GAGM: Geometry-aware graph matching framework for weakly supervised gyral hinge correspondence. 103820 - Jinkui Hao

, Nilay S. Shah
, Bo Zhou
:
S2CAC: Semi-supervised coronary artery calcium segmentation via scoring-driven consistency and negative sample boosting. 103823 - Jiangchang Xu

, Weiqing Tang, Pheng-Ann Heng
, Xiaojun Chen:
Automatic prediction of depth of invasion in oral tongue squamous cell carcinoma using a multimodal regression network fusing prior text and anatomical knowledge. 103824 - Xukun Zhang, Jinghui Feng, Peng Liu, Minghao Han, Yanlan Kang

, Jingyi Zhu, Le Wang, Xiaoying Wang, Sharib Ali
, Lihua Zhang
:
Nested resolution mesh-graph CNN for automated extraction of liver surface anatomical landmarks. 103825 - Yucun Hou, Fenglin Zhan, Jun Liu, Xin Cheng, Chenxi Li, Ziquan Yuan, Runze Liao, Haihao Wang, Jianlang Hua, Siqi Li, Jing Wu, Jigang Yang, Jianyong Jiang:

Cycle-constrained adversarial denoising convolutional network for PET image denoising: Multi-dimensional validation on large datasets with reader study and real low-dose data. 103826 - Shuang-Qing Wang, Cui-Na Jiao

, Ying-Lian Gao, Xinchun Cui, Yan-Li Wang, Jin-Xing Liu:
Deep association analysis framework with multi-modal attention fusion for brain imaging genetics. 103827 - Hong Hui Yeoh, Fredrik Strand

, Raphael C.-W. Phan, Kartini Rahmat, Maxine Tan
:
A new time-decay radiomics integrated network (TRINet) for breast cancer risk prediction. 103829 - Jun Lyu, Lipeng Ning

, William Consagra, Qiang Liu, Richard J. Rushmore, Berkin Bilgic, Yogesh Rathi:
Rapid whole brain motion-robust mesoscale in-vivo MR imaging using multi-scale implicit neural representation. 103830 - Menghua Xia

, Kuan-Yin Ko, Der-Shiun Wang, Ming-Kai Chen, Qiong Liu
, Huidong Xie, Liang Guo
, Wei Ji, Jinsong Ouyang, Reimund Bayerlein
, Benjamin A. Spencer, Quanzheng Li, Ramsey D. Badawi, Georges El Fakhri, Chi Liu:
Anatomically and metabolically informed diffusion for unified denoising and segmentation in low-count PET imaging. 103831 - Shuang Xue, Zhoufeng Zhang, Siyuan Li, Jian Du, Hang Zhao, Meijie Qi, Chenglong Tao:

Fusion and pure feature extraction framework for intraoperative hyperspectral of thyroid lesion. 103832 - Xiaohan Xing

, Qi Chen, Lequan Yu
, Liang Qiu, Lingting Zhu, Lei Xing
, Lianli Liu:
Multi-contrast low-field MRI acceleration with k-space progressive learning and image-space hybrid attention fusion. 103833 - Shijie Huang, Kai Zhang, Fangmei Zhu, Zhongxiang Ding, Geng Chen

, Dinggang Shen:
Semi-supervised Fetal Brain Parcellation via Hierarchical Learning Framework. 103835 - Fan Guo

, Wentao Liu, Jin Tang:
A saliency detection-inspired method for optic disc and cup segmentation. 103836

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