医学 AI

Self-Supervised Training For Low Dose CT Reconstruction

Mehmet Ozan Unal, Metin Ertas, Isa Yildirim

机构 * Electronics and Communication Engineering Department, Istanbul Technical University, Istanbul, Turkey（电子与通信工程系，伊斯坦布尔技术大学） ； Electrical and Electronics Engineering Department, Istanbul University, Istanbul, Turkey（电气与电子工程系，伊斯坦布尔大学） 纠错

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

Journal ref 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI)

An Unsupervised Reconstruction Method For Low-Dose CT Using Deep Generative Regularization Prior

Mehmet Ozan Unal, Metin Ertas, Isa Yildirim

专题命中 医学影像 ：CT(title,abstract)；分类 eess.IV；biomedical(journal_ref)

Journal ref Biomedical Signal Processing and Control 75 (2022) 103598

Utility of Pancreas Surface Lobularity as a CT Biomarker for Opportunistic Screening of Type 2 Diabetes

Tejas Sudharshan Mathai, Anisa V. Prasad, Xinya Wang, Praveen T. S. Balamuralikrishna, Yan Zhuang, Abhinav Suri, Jianfei Liu, Perry J. Pickhardt, Ronald M. Summers

机构 * Imaging Sciences, National Institutes of Health Clinical Center Department of Radiology, University of Wisconsin School of Medicine \& Public Health 纠错

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

Comments Submitted to IEEE ISBI 2026

Error Correction in Radiology Reports: A Knowledge Distillation-Based Multi-Stage Framework

Jinge Wu, Zhaolong Wu, Ruizhe Li, Tong Chen, Abul Hasan, Yunsoo Kim, Jason P. Y. Cheung, Teng Zhang, Honghan Wu

专题命中 医学影像 ：radiology(title,abstract)

Comments Accepted to AAAI 2026

GPDM: Generation-Prior Diffusion Model for Accelerated Direct Attenuation and Scatter Correction of Whole-body 18F-FDG PET

Min Jeong Cho, Hyeong Seok Shim, Sungyu Kim, Jae Sung Lee

专题命中 医学影像 ：MRI(abstract)；CT(abstract)

Comments 25 pages, 10 figures

Semantic4Safety: Causal Insights from Zero-shot Street View Imagery Segmentation for Urban Road Safety

Huan Chen, Ting Han, Siyu Chen, Zhihao Guo, Yiping Chen, Meiliu Wu

机构 * School of Geospatial Engineering and Science, Sun Yat-sen University（地理空间工程与科学学院，中山大学） ； School of Geographical and Earth Sciences, University of Glasgow（地理与地球科学学院，格拉斯哥大学） ； School of Economics and Management, Shanxi University（经济学与管理学院，山西大学） 纠错

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

Comments 11 pages, 10 figures, The 8th ACM SIGSPATIAL International Workshop on AI for Geographic Knowledge Discovery (GeoAI '25), November 3--6, 2025, Minneapolis, MN, USA

Segment Any Tumour: An Uncertainty-Aware Vision Foundation Model for Whole-Body Analysis

Himashi Peiris, Sizhe Wang, Gary Egan, Mehrtash Harandi, Meng Law, Zhaolin Chen

专题命中 医学影像 ：medical image(abstract)；分类 q-bio、eess.IV

Clinically-aligned Multi-modal Chest X-ray Classification

Phillip Sloan, Edwin Simpson, Majid Mirmehdi

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

Comments 9 Pages, 2 Figures, 3 Tables & 2 Supplementary Tables in Appendix. Accepted to ML4H 2025 (Proceedings)

Split-Layer: Enhancing Implicit Neural Representation by Maximizing the Dimensionality of Feature Space

Zhicheng Cai, Hao Zhu, Linsen Chen, Qiu Shen, Xun Cao

专题命中 医学影像 ：CT(abstract)；分类 cs.CV

Comments AAAI 2026

Feature Quality and Adaptability of Medical Foundation Models: A Comparative Evaluation for Radiographic Classification and Segmentation

Frank Li, Theo Dapamede, Mohammadreza Chavoshi, Young Seok Jeon, Bardia Khosravi, Abdulhameed Dere, Beatrice Brown-Mulry, Rohan Satya Isaac, Aawez Mansuri, Chiratidzo Sanyika, Janice Newsome, Saptarshi Purkayastha, Imon Banerjee, Hari Trivedi, Judy Gichoya

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

Comments 7 figures, 3 tables

From Euler to Today: Universal Mathematical Fallibility A Large-Scale Computational Analysis of Errors in ArXiv Papers

Igor Rivin

机构 * Department of Mathematics, Temple University（特拉华大学数学系） 纠错

专题命中 医学影像 ：CT(abstract)

Using the Cherenkov Telescope onboard EUSO-SPB2 for Target of Opportunity searches of very high energy neutrino sources

Tobias Heibges, Claire Guépin, Diksha Garg, Luke Kupari, Mary Hall Reno, Tonia M. Venters, Lawrence Wiencke

专题命中 医学影像 ：CT(abstract)

Comments 10 pages, 2 figures, ICRC202

Journal ref PoS(ICRC2025)1051

Efficient Automated Diagnosis of Retinopathy of Prematurity by Customize CNN Models

Farzan Saeedi, Sanaz Keshvari, Nasser Shoeibi

机构 * Department of Computer Science, Sultan Qaboos University（计算机科学系，苏丹·卡布斯大学） ； Department of Electrical and Computer Engineering, Sultan Qaboos University（电气与计算机工程系，苏丹·卡布斯大学） ； Eye Research Center, Mashhad University of Medical Sciences（眼科研究中心，马什哈德医科大学） 纠错

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

LLM-YOLOMS: Large Language Model-based Semantic Interpretation and Fault Diagnosis for Wind Turbine Components

Yaru Li, Yanxue Wang, Meng Li, Xinming Li, Jianbo Feng

机构 * School of Mechanical-Electronic and Vehicle Engineering, Beijing University of Civil Engineering and Architecture（机械电子与车辆工程学院，北京建筑大学） 纠错

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

Comments Journal resubmission

LLMCARE: early detection of cognitive impairment via transformer models enhanced by LLM-generated synthetic data

Ali Zolnour, Hossein Azadmaleki, Yasaman Haghbin, Fatemeh Taherinezhad, Mohamad Javad Momeni Nezhad, Sina Rashidi, Masoud Khani, AmirSajjad Taleban, Samin Mahdizadeh Sani, Maryam Dadkhah, James M. Noble, Suzanne Bakken, Yadollah Yaghoobzadeh, Abdol-Hossein Vahabie, Masoud Rouhizadeh, Maryam Zolnoori

专题命中 诊断辅助 ：diagnosis(abstract)

Probing Topological Stability with Nonlocal Quantum Geometric Markers

Quentin Marsal, Hui Liu, Emil J. Bergholtz, Annica M. Black-Schaffer

专题命中 诊断辅助 ：diagnosis(abstract)

Histology-informed tiling of whole tissue sections improves the interpretability and predictability of cancer relapse and genetic alterations

Willem Bonnaffé, Yang Hu, Andrea Chatrian, Mengran Fan, Stefano Malacrino, Sandy Figiel, CRUK ICGC Prostate Group, Srinivasa R. Rao, Richard Colling, Richard J. Bryant, Freddie C. Hamdy, Dan J. Woodcock, Ian G. Mills, Clare Verrill, Jens Rittscher

机构 * University of Oxford（牛津大学） ； CRUK ICGC Prostate Group（CRUK前列腺组） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV、q-bio

Comments 26 pages, 6 figures

Prostate-VarBench: A Benchmark with Interpretable TabNet Framework for Prostate Cancer Variant Classification

Abraham Francisco Arellano Tavara, Umesh Kumar, Jathurshan Pradeepkumar, Jimeng Sun

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 病理影像 ：diagnosis(abstract)；分类 cs.LG、q-bio

Diversity Over Scale: Whole-Slide Image Variety Enables H&E Foundation Model Training with Fewer Patches

Christoph Bosch, John K. L. Wong, Martin Paulikat, Myroslav Zapukhlyak, Bharti Arora, Manasi Aichmüller-Ratnaparkhe, Jens Baumann, Shivani Karn, Rutuja Kamble, Swapnil Karnik, Bhushan Khedkar, Serey Vathana Chhut, Witali Aswolinskiy, Christian Aichmüller

专题命中 病理影像 ：pathology(abstract)；分类 q-bio

Abn-BLIP: Abnormality-aligned Bootstrapping Language-Image Pre-training for Pulmonary Embolism Diagnosis and Report Generation from CTPA

Zhusi Zhong, Yuli Wang, Lulu Bi, Zhuoqi Ma, Sun Ho Ahn, Christopher J. Mullin, Colin F. Greineder, Michael K. Atalay, Scott Collins, Grayson L. Baird, Cheng Ting Lin, Webster Stayman, Todd M. Kolb, Ihab Kamel, Harrison X. Bai, Zhicheng Jiao

机构 * Department of Diagnostic Imaging, Brown University Health（布朗大学健康中心诊断影像科） ； Warren Alpert Medical School of Brown University（布朗大学沃伦·阿尔珀特医学院） ； Department of Biomedical Engineering, Johns Hopkins University School of Medicine（约翰霍普金斯大学医学院生物医学工程系） ； Department of Radiology and Radiological Sciences, Johns Hopkins University School of Medicine（约翰霍普金斯大学医学院放射科） ； Johns Hopkins University Division of Pulmonary and Critical Care Medicine（约翰霍普金斯大学肺科与重症医学科） ； Department of Radiology, University of Colorado School of Medicine（科罗拉多大学医学院放射科） 纠错

专题命中 医疗多模态 ：diagnosis(title,abstract)；radiology(abstract)；分类 cs.CV

fastbmRAG: A Fast Graph-Based RAG Framework for Efficient Processing of Large-Scale Biomedical Literature

Guofeng Meng, Li Shen, Qiuyan Zhong, Wei Wang, Haizhou Zhang, Xiaozhen Wang

机构 * Changchun GeneScience Pharmaceuticals Co., Ltd.（长春基因科学制药有限公司） 纠错

专题命中 生物医学文本 ：biomedical(title,abstract)；分类 q-bio

Comments 8 pages, 2 figure, 1 table

Attri-Net: A Globally and Locally Inherently Interpretable Model for Multi-Label Classification Using Class-Specific Counterfactuals

Susu Sun, Stefano Woerner, Andreas Maier, Lisa M. Koch, Christian F. Baumgartner

机构 * Cluster of Excellence: Machine Learning - New Perspectives for Science, University of Tübingen（机器学习新视角科学卓越中心，图宾根大学） ； Department of Computer Science, Friedrich-Alexander-Universität Erlangen-Nürnberg（计算机科学系，埃尔兰根-纽伦堡弗里德里希-亚历山大大学） ； Hertie Institute for Artificial Intelligence in Brain Health, University of Tübingen（脑健康人工智能研究所，图宾根大学） ； Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism, Inselspital, Bern University Hospital, University of Bern（糖尿病、内分泌学、营养医学和代谢学系，伯恩大学医院，伯恩大学） ； Faculty of Health Sciences and Medicine, University of Lucerne（健康科学与医学学院，卢塞恩大学） 纠错

专题命中 生物医学文本 ：biomedical(comments,journal_ref)；分类 cs.CV、cs.LG

Comments Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) https://melba-journal.org/2025:028

Journal ref Machine.Learning.for.Biomedical.Imaging. 3 (2025)

EnchTable: Unified Safety Alignment Transfer in Fine-tuned Large Language Models

Jialin Wu, Kecen Li, Zhicong Huang, Xinfeng Li, Xiaofeng Wang, Cheng Hong

机构 * Ant Group（蚂蚁集团） ； Nanyang Technological University（南洋理工大学） 纠错

专题命中 生物医学文本 ：biomedical(abstract)

Comments Accepted by IEEE Symposium on Security and Privacy (S&P) 2026

FHIR-AgentBench: Benchmarking LLM Agents for Realistic Interoperable EHR Question Answering

Gyubok Lee, Elea Bach, Eric Yang, Tom Pollard, Alistair Johnson, Edward Choi, Yugang jia, Jong Ha Lee

机构 * Korea Advanced Institute of Science & Technology（韩国科学技术院） ； Verily Life Sciences（Verily 生物科技） ； Massachusetts Institute of Technology（麻省理工学院） 纠错

专题命中 医学数据与评测 ：clinical AI(abstract)

Comments ML4H 2025 Proceedings