医学 AI - arXivDaily 专题

2501.18716 2025-09-04 eess.IV cs.CV cs.LG q-bio.NC 82%

Full-Head Segmentation of MRI with Abnormal Brain Anatomy: Model and Data Release

Andrew M Birnbaum, Adam Buchwald, Peter Turkeltaub, Adam Jacks, George Carra, Shreya Kannana, Yu Huang, Abhisheck Datta, Lucas C Parra, Lukas A Hirsch

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

2508.09722 2025-08-14 q-bio.QM 82%

Quest for a clinically relevant medical image segmentation metric: the definition and implementation of Medical Similarity Index

Szuzina Fazekas, Bettina Katalin Budai, Viktor Bérczi, Pál Maurovich-Horvat, Zsolt Vizi

专题命中医学影像：medical image(title,abstract)；radiology(abstract)；分类 q-bio

2507.11638 2025-07-17 cs.CV cs.AI cs.LG 82%

Interpretable Prediction of Lymph Node Metastasis in Rectal Cancer MRI Using Variational Autoencoders

Benjamin Keel, Aaron Quyn, David Jayne, Maryam Mohsin, Samuel D. Relton

机构 * University of Leeds（利兹大学）； Leeds Teaching Hospitals NHS Trust（利兹教学医院国家健康服务信托）

专题命中医学影像：MRI(title,abstract)；medical image(comments,journal_ref)；分类 cs.CV、cs.LG

Comments Published in Medical Image Understanding and Analysis (MIUA) 2025

Journal ref In: Ali, S., Hogg, D.C., Peckham, M. (eds) Medical Image Understanding and Analysis. MIUA 2025. Lecture Notes in Computer Science, vol 15917. Springer, Cham (2026)

2411.07503 2025-07-08 eess.IV cs.CV cs.LG physics.med-ph q-bio.TO 82%

A Novel Automatic Real-time Motion Tracking Method in MRI-guided Radiotherapy Using Enhanced Tracking-Learning-Detection Framework with Automatic Segmentation

Shengqi Chen, Zilin Wang, Jianrong Dai, Shirui Qin, Ying Cao, Ruiao Zhao, Jiayun Chen, Guohua Wu, Yuan Tang

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

2405.15779 2025-03-11 eess.IV cs.AI cs.CV 82%

LiteNeXt: A Novel Lightweight ConvMixer-based Model with Self-embedding Representation Parallel for Medical Image Segmentation

Ngoc-Du Tran, Thi-Thao Tran, Quang-Huy Nguyen, Manh-Hung Vu, Van-Truong Pham

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

Comments This manuscript has been accepted by Biomedical Signal Processing and Control

Journal ref Biomedical Signal Processing and Control, 2025

2501.13370 2025-01-24 eess.IV cs.CV 82%

Unraveling Normal Anatomy via Fluid-Driven Anomaly Randomization

Peirong Liu, Ana Lawry Aguila, Juan E. Iglesias

专题命中医学影像：medical image(abstract)；MRI(abstract)；CT(abstract)；pathology(abstract)

Comments 16 pages, 6 figures

2501.11221 2025-01-22 eess.IV cs.CV 82%

Finding Reproducible and Prognostic Radiomic Features in Variable Slice Thickness Contrast Enhanced CT of Colorectal Liver Metastases

Jacob J. Peoples, Mohammad Hamghalam, Imani James, Maida Wasim, Natalie Gangai, Hyunseon Christine Kang, X. John Rong, Yun Shin Chun, Richard K. G. Do, Amber L. Simpson

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

Comments Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) https://melba-journal.org/2024:032

Journal ref Machine.Learning.for.Biomedical.Imaging. 2 (2025)

2209.12994 2024-11-25 physics.med-ph q-bio.TO 82%

Considerations and Recommendations from the ISMRM Diffusion Study Group for preclinical diffusion MRI: Part 1 -- In vivo small-animal imaging

Ileana O Jelescu, Francesco Grussu, Andrada Ianus, Brian Hansen, Rachel L C Barrett, Manisha Aggarwal, Stijn Michielse, Fatima Nasrallah, Warda Syeda, Nian Wang, Jelle Veraart, Alard Roebroeck, Andrew F Bagdasarian, Cornelius Eichner, Farshid Sepehrband, Jan Zimmermann, Lucas Soustelle, Christien Bowman, Benjamin C Tendler, Andreea Hertanu, Ben Jeurissen, Marleen Verhoye, Lucio Frydman, Yohan van de Looij, David Hike, Jeff F Dunn, Karla Miller, Bennett A Landman, Noam Shemesh, Adam Anderson, Emilie McKinnon, Shawna Farquharson, Flavio Dell' Acqua, Carlo Pierpaoli, Ivana Drobnjak, Alexander Leemans, Kevin D Harkins, Maxime Descoteaux, Duan Xu, Hao Huang, Mathieu D Santin, Samuel C. Grant, Andre Obenaus, Gene S Kim, Dan Wu, Denis Le Bihan, Stephen J Blackband, Luisa Ciobanu, Els Fieremans, Ruiliang Bai, Trygve B Leergaard, Jiangyang Zhang, Tim B Dyrby, G Allan Johnson, Julien Cohen-Adad, Matthew D Budde, Kurt G Schilling

专题命中医学影像：MRI(title,abstract)；biomedical(abstract)；分类 q-bio

Comments 47 pages, 5 figures, 1 table

2411.00922 2024-11-11 eess.IV cs.CV cs.LG q-bio.QM stat.ML 82%

Lung tumor segmentation in MRI mice scans using 3D nnU-Net with minimum annotations

Piotr Kaniewski, Fariba Yousefi, Yeman Brhane Hagos, Talha Qaiser, Nikolay Burlutskiy

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

2411.04334 2024-11-08 q-bio.NC 82%

Neuroradiological features of traumatic encephalopathy syndrome using MRI and FDG-PET imaging: a case series in Australia

Rowena Mobbs, Fatima Nasrallah, Xuan Vinh To, John Magnussen, Jennifer Batchelor, Edward Hsiao, Mark Walterfang

专题命中医学影像：MRI(title,abstract)；diagnosis(abstract)；分类 q-bio

Comments 19 pages, 2 figures, 5 tables

2105.14711 2024-10-04 eess.IV cs.CV 82%

CTSpine1K: A Large-Scale Dataset for Spinal Vertebrae Segmentation in Computed Tomography

Yang Deng, Ce Wang, Yuan Hui, Qian Li, Jun Li, Shiwei Luo, Mengke Sun, Quan Quan, Shuxin Yang, You Hao, Pengbo Liu, Honghu Xiao, Chunpeng Zhao, Xinbao Wu, S. Kevin Zhou

专题命中医学影像：medical image(abstract)；CT(abstract)；pathology(abstract)；diagnosis(abstract)

Comments Accepted by MICCAI2024 Open Data for oral presentation and will be published as a part of the journal MELBA special issue

2408.01571 2024-10-02 cs.CV cs.LG 82%

Counterfactual Explanations for Medical Image Classification and Regression using Diffusion Autoencoder

Matan Atad, David Schinz, Hendrik Moeller, Robert Graf, Benedikt Wiestler, Daniel Rueckert, Nassir Navab, Jan S. Kirschke, Matthias Keicher

专题命中医学影像：medical image(title,abstract)；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/2024:024. arXiv admin note: text overlap with arXiv:2303.12031

Journal ref Machine.Learning.for.Biomedical.Imaging. 2 (2024)

2407.12897 2024-10-02 q-bio.QM stat.ML 82%

Generative models of MRI-derived neuroimaging features and associated dataset of 18,000 samples

Sai Spandana Chintapalli, Rongguang Wang, Zhijian Yang, Vasiliki Tassopoulou, Fanyang Yu, Vishnu Bashyam, Guray Erus, Pratik Chaudhari, Haochang Shou, Christos Davatzikos

专题命中医学影像：MRI(title,abstract)；diagnosis(abstract)；分类 q-bio

2409.06716 2024-09-13 eess.IV cs.CV cs.LG q-bio.NC 82%

Detailed delineation of the fetal brain in diffusion MRI via multi-task learning

Davood Karimi, Camilo Calixto, Haykel Snoussi, Maria Camila Cortes-Albornoz, Clemente Velasco-Annis, Caitlin Rollins, Camilo Jaimes, Ali Gholipour, Simon K. Warfield

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

2403.05912 2024-07-12 eess.IV cs.CV 82%

Mask-Enhanced Segment Anything Model for Tumor Lesion Semantic Segmentation

Hairong Shi, Songhao Han, Shaofei Huang, Yue Liao, Guanbin Li, Xiangxing Kong, Hua Zhu, Xiaomu Wang, Si Liu

专题命中医学影像：medical image(abstract)；MRI(abstract)；CT(abstract)；diagnosis(abstract)

2404.01723 2024-05-21 eess.IV cs.CV 82%

Contextual Embedding Learning to Enhance 2D Networks for Volumetric Image Segmentation

Zhuoyuan Wang, Dong Sun, Xiangyun Zeng, Ruodai Wu, Yi Wang

专题命中医学影像：medical image(abstract)；MRI(abstract)；CT(abstract)；diagnosis(abstract)

Comments 15 pages, 9 figures

2401.02882 2024-05-14 cs.HC q-bio.TO 82%

SpatialVisVR: An Immersive, Multiplexed Medical Image Viewer With Contextual Similar-Patient Search

Jai Prakash Veerla, Partha Sai Guttikonda, Amir Hajighasemi, Jillur Rahman Saurav, Aarti Darji, Cody T. Reynolds, Mohamed Mohamed, Mohammad S. Nasr, Helen H. Shang, Jacob M. Luber

专题命中医学影像：medical image(title,abstract)；pathology(abstract)；分类 q-bio

2306.11876 2024-04-30 eess.IV cs.CV 82%

BMAD: Benchmarks for Medical Anomaly Detection

Jinan Bao, Hanshi Sun, Hanqiu Deng, Yinsheng He, Zhaoxiang Zhang, Xingyu Li

专题命中医学影像：medical image(abstract)；MRI(abstract)；CT(abstract)；diagnosis(abstract)

2309.03320 2024-03-21 eess.IV cs.CV 82%

CoNeS: Conditional neural fields with shift modulation for multi-sequence MRI translation

Yunjie Chen, Marius Staring, Olaf M. Neve, Stephan R. Romeijn, Erik F. Hensen, Berit M. Verbist, Jelmer M. Wolterink, Qian Tao

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

Comments Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) https://melba-journal.org/2024:004

Journal ref Machine.Learning.for.Biomedical.Imaging. 2 (2024)

2205.05587 2024-01-24 physics.med-ph cs.LG eess.IV 82%

Choice of training label matters: how to best use deep learning for quantitative MRI parameter estimation

Sean C. Epstein, Timothy J. P. Bray, Margaret Hall-Craggs, Hui Zhang

专题命中医学影像：MRI(title,abstract)；biomedical(comments,journal_ref)；分类 cs.LG、eess.IV

Comments Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) https://melba-journal.org/2024:002

Journal ref Machine.Learning.for.Biomedical.Imaging. 2 (2024)

2312.05148 2023-12-11 eess.IV cs.CV 82%

Shape-aware Segmentation of the Placenta in BOLD Fetal MRI Time Series

S. Mazdak Abulnaga, Neel Dey, Sean I. Young, Eileen Pan, Katherine I. Hobgood, Clinton J. Wang, P. Ellen Grant, Esra Abaci Turk, Polina Golland

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

Comments Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) https://melba-journal.org/2023:017. arXiv admin note: substantial text overlap with arXiv:2208.02895

Journal ref Machine.Learning.for.Biomedical.Imaging. 2 (2023)

2308.16355 2023-12-11 eess.IV cs.CV 82%

A Recycling Training Strategy for Medical Image Segmentation with Diffusion Denoising Models

Yunguan Fu, Yiwen Li, Shaheer U Saeed, Matthew J Clarkson, Yipeng Hu

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

Comments Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) https://melba-journal.org/2023:016

Journal ref Machine.Learning.for.Biomedical.Imaging. 2 (2023)

2311.11819 2023-11-23 eess.IV cs.AI cs.CV cs.LG q-bio.QM 82%

Generalized super-resolution 4D Flow MRI $\unicode{x2013}$ using ensemble learning to extend across the cardiovascular system

Leon Ericsson, Adam Hjalmarsson, Muhammad Usman Akbar, Edward Ferdian, Mia Bonini, Brandon Hardy, Jonas Schollenberger, Maria Aristova, Patrick Winter, Nicholas Burris, Alexander Fyrdahl, Andreas Sigfridsson, Susanne Schnell, C. Alberto Figueroa, David Nordsletten, Alistair A. Young, David Marlevi

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

Comments 10 pages, 5 figures

2311.00567 2023-11-14 eess.IV cs.CV cs.LG physics.med-ph q-bio.QM 82%

A Robust Deep Learning Method with Uncertainty Estimation for the Pathological Classification of Renal Cell Carcinoma based on CT Images

Ni Yao, Hang Hu, Kaicong Chen, Chen Zhao, Yuan Guo, Boya Li, Jiaofen Nan, Yanting Li, Chuang Han, Fubao Zhu, Weihua Zhou, Li Tian

专题命中医学影像：CT(title,abstract)；分类 cs.CV、cs.LG、q-bio

Comments 16 pages, 6 figures

2305.03413 2023-10-16 eess.IV cs.CV cs.LG q-bio.QM 82%

Domain-agnostic segmentation of thalamic nuclei from joint structural and diffusion MRI

Henry F. J. Tregidgo, Sonja Soskic, Mark D. Olchanyi, Juri Althonayan, Benjamin Billot, Chiara Maffei, Polina Golland, Anastasia Yendiki, Daniel C. Alexander, Martina Bocchetta, Jonathan D. Rohrer, Juan Eugenio Iglesias

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

Comments Under review

2305.00005 2023-10-04 q-bio.QM cs.CV cs.LG eess.IV 82%

The Rio Hortega University Hospital Glioblastoma dataset: a comprehensive collection of preoperative, early postoperative and recurrence MRI scans (RHUH-GBM)

Santiago Cepeda, Sergio Garcia-Garcia, Ignacio Arrese, Francisco Herrero, Trinidad Escudero, Tomas Zamora, Rosario Sarabia

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

2302.13057 2023-09-26 eess.IV cs.CV cs.LG q-bio.NC 82%

DeepBrainPrint: A Novel Contrastive Framework for Brain MRI Re-Identification

Lemuel Puglisi, Frederik Barkhof, Daniel C. Alexander, Geoffrey JM Parker, Arman Eshaghi, Daniele Ravì

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

2207.05876 2023-09-19 eess.IV cs.CV 82%

Adaptive Diffusion Priors for Accelerated MRI Reconstruction

Alper Güngör, Salman UH Dar, Şaban Öztürk, Yilmaz Korkmaz, Gokberk Elmas, Muzaffer Özbey, Tolga Çukur

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

Journal ref A. Güngör, S. U. Dar, S. Öztürk, Y. Korkmaz, G. Elmas, M. Özbey, and T. Çukur, "Adaptive diffusion priors for accelerated MRI reconstruction," Medical Image Analysis, vol. 88, p. 102872, 2023

2307.04771 2023-07-12 eess.IV cs.CV 82%

Invariant Scattering Transform for Medical Imaging

Nafisa Labiba Ishrat Huda, Angona Biswas, MD Abdullah Al Nasim, Md. Fahim Rahman, Shoaib Ahmed

专题命中医学影像：medical image(abstract)；MRI(abstract)；CT(abstract)；diagnosis(abstract)

Comments 11 pages, 8 figures and 1 table

2306.05514 2023-06-12 eess.IV cs.CV cs.LG q-bio.NC 82%

Robust Brain Age Estimation via Regression Models and MRI-derived Features

Mansoor Ahmed, Usama Sardar, Sarwan Ali, Shafiq Alam, Murray Patterson, Imdad Ullah Khan

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

Comments Published at the 15th International Conference on Computational Collective Intelligence

1. 医学影像 22645 篇

Full-Head Segmentation of MRI with Abnormal Brain Anatomy: Model and Data Release

Quest for a clinically relevant medical image segmentation metric: the definition and implementation of Medical Similarity Index

Interpretable Prediction of Lymph Node Metastasis in Rectal Cancer MRI Using Variational Autoencoders

A Novel Automatic Real-time Motion Tracking Method in MRI-guided Radiotherapy Using Enhanced Tracking-Learning-Detection Framework with Automatic Segmentation

LiteNeXt: A Novel Lightweight ConvMixer-based Model with Self-embedding Representation Parallel for Medical Image Segmentation

Unraveling Normal Anatomy via Fluid-Driven Anomaly Randomization

Finding Reproducible and Prognostic Radiomic Features in Variable Slice Thickness Contrast Enhanced CT of Colorectal Liver Metastases

Considerations and Recommendations from the ISMRM Diffusion Study Group for preclinical diffusion MRI: Part 1 -- In vivo small-animal imaging

Lung tumor segmentation in MRI mice scans using 3D nnU-Net with minimum annotations

Neuroradiological features of traumatic encephalopathy syndrome using MRI and FDG-PET imaging: a case series in Australia

CTSpine1K: A Large-Scale Dataset for Spinal Vertebrae Segmentation in Computed Tomography

Counterfactual Explanations for Medical Image Classification and Regression using Diffusion Autoencoder

Generative models of MRI-derived neuroimaging features and associated dataset of 18,000 samples

Detailed delineation of the fetal brain in diffusion MRI via multi-task learning

Mask-Enhanced Segment Anything Model for Tumor Lesion Semantic Segmentation

Contextual Embedding Learning to Enhance 2D Networks for Volumetric Image Segmentation

SpatialVisVR: An Immersive, Multiplexed Medical Image Viewer With Contextual Similar-Patient Search

BMAD: Benchmarks for Medical Anomaly Detection

CoNeS: Conditional neural fields with shift modulation for multi-sequence MRI translation

Choice of training label matters: how to best use deep learning for quantitative MRI parameter estimation

Shape-aware Segmentation of the Placenta in BOLD Fetal MRI Time Series

A Recycling Training Strategy for Medical Image Segmentation with Diffusion Denoising Models

Generalized super-resolution 4D Flow MRI $\unicode{x2013}$ using ensemble learning to extend across the cardiovascular system

A Robust Deep Learning Method with Uncertainty Estimation for the Pathological Classification of Renal Cell Carcinoma based on CT Images

Domain-agnostic segmentation of thalamic nuclei from joint structural and diffusion MRI

The Rio Hortega University Hospital Glioblastoma dataset: a comprehensive collection of preoperative, early postoperative and recurrence MRI scans (RHUH-GBM)

DeepBrainPrint: A Novel Contrastive Framework for Brain MRI Re-Identification

Adaptive Diffusion Priors for Accelerated MRI Reconstruction

Invariant Scattering Transform for Medical Imaging

Robust Brain Age Estimation via Regression Models and MRI-derived Features