医学 AI

Parameter choices in HaarPSI for IQA with medical images

Clemens Karner, Janek Gröhl, Ian Selby, Judith Babar, Jake Beckford, Thomas R Else, Timothy J Sadler, Shahab Shahipasand, Arthikkaa Thavakumar, Michael Roberts, James H. F. Rudd, Carola-Bibiane Schönlieb, Jonathan R Weir-McCall, Anna Breger

机构 * 1 Medical University of Vienna, Center for Medical Physics ； Biomedical Engineering, Vienna, Austria 2 University of Cambridge, Department of Physics, Cambridge, UK 3 University of Cambridge, Department of Radiology, Cambridge, UK 4 Cambridge University Hospitals, Department of Radiology, Cambridge, UK 5 University of Cambridge, Department of Applied Mathematics ； Theoretical Physics, Cambridge, UK 6 University of Cambridge, Heart \& Lung Research Institute, Cambridge, UK 7 King's College London, School of Biomedical Engineering \& Imaging Sciences, London, UK Corresponding author. E-mail 纠错

专题命中 医学影像 ：medical image(title,abstract)；CT(abstract)；分类 cs.CV、eess.IV

Comments Main Paper: 5 pages, 3 figures, 2 tables. Supplemental Material: 4 pages, 2 figures, 4 tables

Journal ref IEEE Xplore: 22nd ISBI (2025)

Diagnostic performance of deep learning for predicting glioma isocitrate dehydrogenase and 1p/19q co-deletion in MRI: a systematic review and meta-analysis

Somayeh Farahani, Marjaneh Hejazi, Mehnaz Tabassum, Antonio Di Ieva, Neda Mahdavifar, Sidong Liu

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.LG、q-bio、eess.IV

Comments Eur Radiol (2025)

HierAdaptMR: Cross-Center Cardiac MRI Reconstruction with Hierarchical Feature Adapters

Ruru Xu, Ilkay Oksuz

机构 * Computer Engineering Department, Istanbul Technical University, Istanbul, Turkey（计算机工程系，伊斯坦布尔技术大学，伊斯坦布尔，土耳其） 纠错

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV

Comments MICCAI 2025, CMRxRecon2025 Challenge paper

CTFlow: Video-Inspired Latent Flow Matching for 3D CT Synthesis

Jiayi Wang, Hadrien Reynaud, Franciskus Xaverius Erick, Bernhard Kainz

机构 * Friedrich–Alexander University Erlangen Nürnberg（埃弗里希-亚历山大大学埃尔朗根-纽伦堡） ； Department of Computing, Imperial College London（计算系，帝国理工学院伦敦分校） 纠错

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV

KP-INR: A Dual-Branch Implicit Neural Representation Model for Cardiac Cine MRI Reconstruction

Donghang Lyu, Marius Staring, Mariya Doneva, Hildo J. Lamb, Nicola Pezzotti

机构 * Department of Radiology, Leiden University Medical Center, Leiden, The Netherlands（莱顿大学医学中心放射科） ； Cardiologs, Philips, Paris, France（法国巴黎Philips心血管部门） ； Faculty of Computer Science, Eindhoven University of Technology, Eindhoven, The Netherlands（埃因霍温理工大学计算机科学学院） ； Philips Innovative Technologies, Hamburg, Germany（德国汉堡Philips创新技术） 纠错

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV

Accuracy of propagation-based phase-contrast CT under the projection approximation

Giavanna Jadick, Patrick La Rivière

专题命中 医学影像 ：CT(title,abstract)

Comments Presented at the 8th International Conference on Image Formation in X-Ray Computed Tomography (2024)

VELVET-Med: Vision and Efficient Language Pre-training for Volumetric Imaging Tasks in Medicine

Ziyang Zhang, Yang Yu, Xulei Yang, Si Yong Yeo

机构 * MedVisAI Lab Department of ECE Northwestern University（MedVisAI实验室 电子工程系 西北大学） ； Institute for Infocomm Research (I 2 R) A*STAR, Singapore（信息与通信研究所（I 2 R）A*STAR，新加坡） ； MedVisAI Lab Lee Kong Chian School of Medicine, Nanyang Technological University（MedVisAI实验室 李科田医学院，南洋理工大学） 纠错

专题命中 医学影像 ：medical image(abstract)；CT(abstract)；radiology(abstract)；分类 cs.CV

Q-FSRU: Quantum-Augmented Frequency-Spectral Fusion for Medical Visual Question Answering

Rakesh Thakur, Yusra Tariq

机构 * Amity Centre for Artificial Intelligence, Amity University, Noida（阿米蒂人工智能中心，阿米蒂大学，诺伊达） 纠错

专题命中 医学影像 ：healthcare AI(abstract)；medical image(abstract)；radiology(abstract)；分类 cs.CV

Comments 8 pages, 4 figures Submitted to AAAI 26

Synthesizing Accurate and Realistic T1-weighted Contrast-Enhanced MR Images using Posterior-Mean Rectified Flow

Bastian Brandstötter, Erich Kobler

机构 * Johannes Kepler University Linz（约翰内斯·开普勒大学林茨） ； Institute for Machine Learning（机器学习研究所） ； LIT AI Lab（LIT人工智能实验室） ； Department of Virtual Morphology（虚拟形态学系） 纠错

专题命中 医学影像 ：MRI(abstract)；diagnosis(abstract)；分类 cs.CV、cs.LG

Comments 12 pages, 3 figures, MICCAI workshops (SASHIMI) 2025

A High-Granularity Proton CT Enhanced by Track Discrimination

Huang-Chao Shi, Dan-Qi Wang, Mei-Qi Liu, Yi-Dong Yang, Bao-Hua Qi, Yong Liu, Yang-Hui Qin, Chang-Qing Feng, Yi Liu, Hong-Bo Zhu

专题命中 医学影像 ：CT(title)

Comments 11 pages, 8 figures, 3 tables

Multi-Phase Automated Segmentation of Dental Structures in CBCT Using a Lightweight Auto3DSeg and SegResNet Implementation

Dominic LaBella, Keshav Jha, Jared Robbins, Esther Yu

专题命中 医学影像 ：pathology(abstract)；diagnosis(abstract)；分类 cs.CV

Comments MICCAI. ToothFairy3, 16 pages, 5 figures, 1 table

Neural Cellular Automata for Weakly Supervised Segmentation of White Blood Cells

Michael Deutges, Chen Yang, Raheleh Salehi, Nassir Navab, Carsten Marr, Ario Sadafi

机构 * Institute of AI for Health, Helmholtz Zentrum München – German Research Center for Environmental Health（人工智能与健康研究所，慕尼黑德国环境健康研究中心） ； TUM School of Computation, Information and Technology, Technical University Munich（技术大学慕尼黑计算、信息与技术学院） ； Institute of Chemical Epigenetics, Faculty of Chemistry and Pharmacy, Ludwig Maximilian University（化学表观遗传学研究所，路德维希-马克西米利安大学） ； Computer Aided Medical Procedures, Technical University of Munich（医学辅助程序研究所，技术大学慕尼黑） 纠错

专题命中 医学影像 ：medical image(abstract)；diagnosis(abstract)；分类 cs.CV

Segmenting Thalamic Nuclei: T1 Maps Provide a Reliable and Efficient Solution

Anqi Feng, Zhangxing Bian, Samuel W. Remedios, Savannah P. Hays, Blake E. Dewey, Jiachen Zhuo, Dan Benjamini, Jerry L. Prince

机构 * Laboratory of Behavioral Neuroscience, National Institute on Aging, National Institutes of Health（行为神经科学实验室，国家老龄化研究所，国家卫生研究院） ； Department of Computer Science, Johns Hopkins University（计算机科学系，约翰霍普金斯大学） ； Department of Neurology, Johns Hopkins School of Medicine（神经病学系，约翰霍普金斯医学院） 纠错

专题命中 医学影像 ：MRI(abstract)；分类 cs.CV、q-bio、eess.IV

Anatomic Feature Fusion Model for Diagnosing Calcified Pulmonary Nodules on Chest X-Ray

Hyeonjin Choi, Yang-gon Kim, Dong-yeon Yoo, Ju-sung Sun, Jung-won Lee

机构 * Ajou University（全州大学） ； Ajou University Hospital（全州大学医院） 纠错

专题命中 医学影像 ：diagnosis(abstract)；分类 cs.CV、eess.IV

Comments 8 pages, 4 figures

A Cascaded Dilated Convolution Approach for Mpox Lesion Classification

Ayush Deshmukh

机构 * department of Information Technology（信息科技系） ； National Institute of Technology（国家理工学院） 纠错

专题命中 医学影像 ：diagnosis(abstract)；分类 cs.CV、eess.IV

Comments 8 pages, 4 figures, Submitted to Medical Imaging with Deep Learning

A Deep Learning Approach to Teeth Segmentation and Orientation from Panoramic X-rays

Mou Deb, Madhab Deb, Mrinal Kanti Dhar

专题命中 医学影像 ：diagnosis(abstract)；分类 cs.CV、cs.LG

Journal ref Signals 6.3 (2025): 40

Diffusion Based Ambiguous Image Segmentation

Jakob Lønborg Christensen, Morten Rieger Hannemose, Anders Bjorholm Dahl, Vedrana Andersen Dahl

机构 * The Technical University of Denmark, Department of Applied Mathematics and Computer Science (DTU Compute)（丹麦技术大学应用数学与计算机科学系） 纠错

专题命中 医学影像 ：medical image(abstract)；分类 cs.CV

Comments Accepted at SCIA25

Journal ref SCIA 2025

BRIEF: BRain-Inspired network connection search with Extensive temporal feature Fusion enhances disease classification

Xiangxiang Cui, Min Zhao, Dongmei Zhi, Shile Qi, Vince D Calhoun, Jing Sui

专题命中 医学影像 ：MRI(abstract)；分类 cs.LG

UniDCF: A Foundation Model for Comprehensive Dentocraniofacial Hard Tissue Reconstruction

Chunxia Ren, Ning Zhu, Yue Lai, Gui Chen, Ruijie Wang, Yangyi Hu, Suyao Liu, Shuwen Mao, Hong Su, Yu Zhang, Li Xiao

专题命中 医学影像 ：CT(abstract)；分类 cs.CV

Comments 23 pages, 6 figures

Optimization-based phase retrieval for material decomposition with multi-energy computed tomography

Giavanna Jadick, Patrick La Rivière

专题命中 医学影像 ：CT(abstract)；radiology(comments)

Comments Presented at the 18th International Meeting on Fully 3D Image Reconstruction in Radiology and Nuclear Medicine (2025)

X-Ray-CoT: Interpretable Chest X-ray Diagnosis with Vision-Language Models via Chain-of-Thought Reasoning

Chee Ng, Liliang Sun, Shaoqing Tang

机构 * Universiti Teknologi Malaysia（马来西亚技术大学） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)；medical AI(abstract)；分类 cs.CV

FusionFM: Fusing Eye-specific Foundational Models for Optimized Ophthalmic Diagnosis

Ke Zou, Jocelyn Hui Lin Goh, Yukun Zhou, Tian Lin, Samantha Min Er Yew, Sahana Srinivasan, Meng Wang, Rui Santos, Gabor M. Somfai, Huazhu Fu, Haoyu Chen, Pearse A. Keane, Ching-Yu Cheng, Yih Chung Tham

机构 * Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore（新加坡国立大学 Yong Loo Lin 医学院眼科系） ； Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore（新加坡国立大学 Yong Loo Lin 医学院创新与精准眼科健康中心） ； Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore（新加坡眼科研究院） ； Ophthalmology and Visual Science Academic Clinical Program, Duke-NUS Medical School, Singapore, Singapore（杜克-国立新加坡大学医学学校眼科与视觉科学学术临床项目） ； Centre for Medical Image Computing, University College London, London, United Kingdom（伦敦大学学院医学图像计算中心） ； Joint Shantou International Eye Center, Shantou University and the Chinese University of Hong Kong, Shantou, China（汕尾国际眼科中心，汕尾大学及香港中文大学） ； Department of Ophthalmology, Stadtspital Zürich, Zurich, Switzerland（苏黎世州立医院眼科部） ； Spross Research Institute, Zurich, Switzerland（苏黎世 Spross 研究院） ； Institute of High Performance Computing, A*STAR, Singapore（新加坡 A*STAR 高性能计算研究院） ； NIHR Biomedical Research Centre, Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom（英国国家健康服务基金会 Moorfields 眼科医院生物医学研究中心） ； Institute of Ophthalmology, University College London, London, United Kingdom（伦敦大学学院眼科研究院） 纠错

专题命中 诊断辅助 ：diagnosis(title)；medical image(abstract)；分类 cs.CV

Comments 12 pages, 3 figures

Overconfidence in LLM-as-a-Judge: Diagnosis and Confidence-Driven Solution

Zailong Tian, Zhuoheng Han, Yanzhe Chen, Haozhe Xu, Xi Yang, Richeng Xuan, Houfeng Wang, Lizi Liao

专题命中 诊断辅助 ：diagnosis(title)

A Comprehensive Review of Datasets for Clinical Mental Health AI Systems

Aishik Mandal, Prottay Kumar Adhikary, Hiba Arnaout, Iryna Gurevych, Tanmoy Chakraborty

机构 * Ubiquitous Knowledge Processing Lab (UKP Lab) Department of Computer Science and Hessian Center for AI (hessian.AI) Technische Universität Darmstadt（通用知识处理实验室（UKP Lab）计算机科学系和海斯赛中心（hessian.AI）德累斯顿技术大学） ； National Research Center for Applied Cybersecurity ATHENE, Germany（应用网络安全国家研究中心ATHENE德国） ； Department of Electrical Engineering, Indian Institute of Technology Delhi, India（电子工程系，印度德里印度理工学院） ； Yardi School of Artificial Intelligence, Indian Institute of Technology Delhi, India（Yardi人工智能学院，印度德里印度理工学院） 纠错

专题命中 诊断辅助 ：clinical AI(abstract)；diagnosis(abstract)

Comments 23 pages, 3 figures

Advanced Gesture Recognition for Autism Spectrum Disorder Detection: Integrating YOLOv7, Video Augmentation, and VideoMAE for Naturalistic Video Analysis

Amit Kumar Singh, Vrijendra Singh

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV、cs.LG

Comments Change Note for Version 3 - Extended Study (ASD vs TD Classification) This version extends v2 from 3-class gesture recognition to binary ASD vs TD detection, using expanded SSBD variants, a new TD class, improved preprocessing, and updated metrics (95% acc, 0.93 prec, 0.94 rec, 0.94 F1). Methodology remains YOLOv7 + VideoMAE + augmentation

Transforming Blood Cell Detection and Classification with Advanced Deep Learning Models: A Comparative Study

Shilpa Choudhary, Sandeep Kumar, Pammi Sri Siddhaarth, Guntu Charitasri

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV、eess.IV

Comments 26 pages, 4884 Words, 17 Figures, 10 Tables

Eigenspectrum Analysis of Neural Networks without Aspect Ratio Bias

Yuanzhe Hu, Kinshuk Goel, Vlad Killiakov, Yaoqing Yang

机构 * dartmouth（达特茅斯学院） ； ucsd（加州大学圣迭戈分校） ； srm（SRM科学与技术学院） ； ucb（加州大学伯克利分校） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG

Comments 29 pages, 14 figures, ICML 2025

MedSpaformer: a Transferable Transformer with Multi-granularity Token Sparsification for Medical Time Series Classification

Jiexia Ye, Weiqi Zhang, Ziyue Li, Jia Li, Fugee Tsung

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG

Comments 4 figures, 9 pages, 4 tables

Exploring Autonomous Agents: A Closer Look at Why They Fail When Completing Tasks

Ruofan Lu, Yichen Li, Yintong Huo

机构 * Singapore Management University（新加坡国立管理大学） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)

Comments Accepted by ASE 2025 NIER

GALA: Can Graph-Augmented Large Language Model Agentic Workflows Elevate Root Cause Analysis?

Yifang Tian, Yaming Liu, Zichun Chong, Zihang Huang, Hans-Arno Jacobsen

机构 * University of Toronto（多伦多大学） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)

Comments 12 pages, 5 figures