医学 AI - arXivDaily 专题

1909.12116 2020-09-01 cs.CV cs.LG eess.IV stat.ML 80%

Optimal Transport driven CycleGAN for Unsupervised Learning in Inverse Problems

Byeongsu Sim, Gyutaek Oh, Jeongsol Kim, Chanyong Jung, Jong Chul Ye

专题命中医学影像：MRI(abstract)；CT(abstract)；biomedical(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments accepted for publication in the SIAM Journal on Imaging Sciences

2004.14462 2020-08-20 eess.IV physics.med-ph q-bio.QM 80%

Manual segmentation versus semi-automated segmentation for quantifying vestibular schwannoma volume on MRI

Hari McGrath, Peichao Li, Reuben Dorent, Robert Bradford, Shakeel Saeed, Sotirios Bisdas, Sebastien Ourselin, Jonathan Shapey, Tom Vercauteren

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

Comments 15 pages, 5 figures

2008.01792 2020-08-07 cs.CV cs.LG cs.PL eess.IV 80%

Deep Learning Based Early Diagnostics of Parkinsons Disease

Elcin Huseyn

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

2005.11003 2020-08-06 eess.IV cs.CV cs.LG 80%

SODA: Detecting Covid-19 in Chest X-rays with Semi-supervised Open Set Domain Adaptation

Jieli Zhou, Baoyu Jing, Zeya Wang

专题命中医学影像：pathology(abstract)；radiology(abstract)；biomedical(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments BIOKDD 2020: 19th International Workshop on Data Mining in Bioinformatics

2003.12040 2020-03-27 cs.CV cs.LG eess.IV 80%

Pseudo-Labeling for Small Lesion Detection on Diabetic Retinopathy Images

Qilei Chen, Ping Liu, Jing Ni, Yu Cao, Benyuan Liu, Honggang Zhang

专题命中医学影像：medical image(abstract)；diagnosis(abstract)；biomedical(abstract)；分类 cs.CV、cs.LG、eess.IV

2002.12776 2020-03-20 q-bio.NC cs.LG 80%

ResNets, NeuralODEs and CT-RNNs are Particular Neural Regulatory Networks

Radu Grosu

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

Comments 9 pages, 4 figures

2002.06330 2020-02-18 q-bio.QM eess.IV 80%

Development of Conditional Random Field Insert for UNet-based Zonal Prostate Segmentation on T2-Weighted MRI

Peng Cao, Susan M. Noworolski, Olga Starobinets, Natalie Korn, Sage P. Kramer, Antonio C. Westphalen, Andrew P. Leynes, Valentina Pedoia, Peder Larson

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

1912.05074 2020-01-30 eess.IV cs.CV cs.LG 80%

UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation

Zongwei Zhou, Md Mahfuzur Rahman Siddiquee, Nima Tajbakhsh, Jianming Liang

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

Comments Journal of IEEE Transactions on Medical Imaging

2001.05720 2020-01-17 q-bio.QM eess.IV 80%

Deep ICE: A Deep learning approach for MRI Intracranial Cavity Extraction

José V. Manjón, Jose E. Romero, Roberto Vivo-Hernando, Gregorio Rubio-Navarro, María De la Iglesia-Vaya, Fernando Aparici-Robles, Pierrick Coupé

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

Comments (19 pages, 5 figures)

1907.00058 2020-01-07 eess.IV cs.CV cs.LG 80%

Explainable Anatomical Shape Analysis through Deep Hierarchical Generative Models

Carlo Biffi, Juan J. Cerrolaza, Giacomo Tarroni, Wenjia Bai, Antonio de Marvao, Ozan Oktay, Christian Ledig, Loic Le Folgoc, Konstantinos Kamnitsas, Georgia Doumou, Jinming Duan, Sanjay K. Prasad, Stuart A. Cook, Declan P. O'Regan, Daniel Rueckert

专题命中医学影像：medical image(abstract)；pathology(abstract)；diagnosis(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments Accepted for publication in IEEE Transactions on Medical Imaging (TMI)

1910.02672 2019-12-17 eess.IV cs.CV cs.LG stat.ML 80%

Multi-label Detection and Classification of Red Blood Cells in Microscopic Images

Wei Qiu, Jiaming Guo, Xiang Li, Mengjia Xu, Mo Zhang, Ning Guo, Quanzheng Li

专题命中医学影像：medical image(abstract)；diagnosis(abstract)；biomedical(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments Wei Qiu, Jiaming Guo and Xiang Li contributed equally

1911.07515 2019-11-19 eess.IV cs.CV cs.LG 80%

Automated Human Claustrum Segmentation using Deep Learning Technologies

Ahmed Awad Albishri, Syed Jawad Hussain Shah, Anthony Schmiedler, Seung Suk Kang, Yugyung Lee

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

Comments 6 pages, 4 figures

1908.03958 2019-09-20 eess.IV cs.CV cs.LG 80%

Structural Similarity based Anatomical and Functional Brain Imaging Fusion

Nishant Kumar, Nico Hoffmann, Martin Oelschlägel, Edmund Koch, Matthias Kirsch, Stefan Gumhold

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

Comments Accepted at MICCAI-MBIA 2019

1906.06623 2019-09-12 physics.med-ph cs.LG q-bio.QM 80%

PET/CT Radiomic Sequencer for Prediction of EGFR and KRAS Mutation Status in NSCLC Patients

Isaac Shiri, Hassan Maleki, Ghasem Hajianfar, Hamid Abdollahi, Saeed Ashrafinia, Mathieu Hatt, Mehrdad Oveisi, Arman Rahmim

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

1907.02110 2019-07-05 eess.IV cs.CV cs.LG stat.ML 80%

DeepMRSeg: A convolutional deep neural network for anatomy and abnormality segmentation on MR images

Jimit Doshi, Guray Erus, Mohamad Habes, Christos Davatzikos

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

Comments 18 pages, 8 figures, 3 tables

1906.08200 2019-06-20 q-bio.TO cs.CV 80%

Automated Definition of Skeletal Disease Burden in Metastatic Prostate Carcinoma: a 3D analysis of SPECT/CT images

Francesco Fiz, Helmut Dittmann, Cristina Campi, Matthias Weissinger, Samine Sahbai, Matthias Reimold, Arnulf Stenzl, Michele Piana, Gianmario Sambuceti, Christian la Fougère

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

1906.03639 2019-06-11 eess.IV cs.CV cs.LG stat.ML 80%

Consensus Neural Network for Medical Imaging Denoising with Only Noisy Training Samples

Dufan Wu, Kuang Gong, Kyungsang Kim, Quanzheng Li

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

Comments 9 pages, 2 figures, accepted by MICCAI 2019

1810.11654 2018-11-20 cs.CV q-bio.NC 80%

3D MRI brain tumor segmentation using autoencoder regularization

Andriy Myronenko

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

1809.05560 2018-09-18 cs.CV q-bio.NC 80%

Identification of temporal transition of functional states using recurrent neural networks from functional MRI

Hongming Li, Yong Fan

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

Comments Accepted by MICCAI 2018

1807.00094 2018-07-03 q-bio.QM cs.CV 80%

Classification of lung nodules in CT images based on Wasserstein distance in differential geometry

Min Zhang, Qianli Ma, Chengfeng Wen, Hai Chen, Deruo Liu, Xianfeng Gu, Jie He, Xiaoyin Xu

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

1806.08634 2018-06-25 q-bio.NC cs.CV physics.med-ph 80%

A probabilistic atlas of the human thalamic nuclei combining ex vivo MRI and histology

Juan Eugenio Iglesias, Ricardo Insausti, Garikoitz Lerma-Usabiaga, Martina Bocchetta, Koen Van Leemput, Douglas N Greve, Andre van der Kouwe, Bruce Fischl, Cesar Caballero-Gaudes, Pedro M Paz-Alonso

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

1611.08699 2016-12-06 cs.LG q-bio.NC stat.ML 80%

Machine Learning on Human Connectome Data from MRI

Colin J Brown, Ghassan Hamarneh

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

Comments 51 pages, 6 figures. To be submitted to a journal

2601.15235 2026-07-07 cs.CV cs.AI cs.LG 版本更新 80%

Tracing 3D Anatomy in 2D Strokes: A Multi-Stage Projection Driven Approach to Cervical Spine Fracture Identification

在二维笔触中追踪三维解剖结构：一种用于颈椎骨折识别的多阶段投影驱动方法

Fabi Nahian Madhurja, Rusab Sarmun, Muhammad E. H. Chowdhury, Adam Mushtak, Israa Al-Hashimi, Sohaib Bassam Zoghoul

机构 * Department of Computer Science and Engineering, BRAC University（布拉格大学计算机科学与工程系）； Department of Electrical and Electronic Engineering, University of Dhaka（达卡大学电子与电气工程系）； Department of Electrical Engineering, Qatar University（卡塔尔大学电子工程系）； Department of Radiology, Hamad Medical Corporation（哈马德医疗中心放射科）

专题命中医学影像：CT(abstract,abstract_cn)；diagnosis(abstract)；分类 cs.CV、cs.LG；medical image(comments)

AI总结研究颈椎骨折识别中是否需完整三维椎体分割，提出端到端管道，先定位颈椎，从优化二维投影估计椎体掩码，用于下游骨折分类，结果表明投影掩码近似是可行替代方法。

Comments Includes supplementary material. Under review at Medical Image Analysis

2606.28684 2026-06-30 eess.IV cs.LG 80%

A Neuroimaging Simulation Framework for Developing and Evaluating Causal AI

用于开发和评估因果AI的神经影像模拟框架

Eryn Libert-Scott, Emma A. M. Stanley, Vibujithan Vigneshwaran, Matthias Wilms, Erik Y. Ohara, Nils D. Forkert

机构 * Biomedical Engineering Graduate Program, University of Calgary（卡莱尔大学生物医学工程研究生项目）； Department of Computing, Imperial College London（伦敦帝国理工学院计算机系）； Department of Radiology, University of Michigan（密歇根大学放射科）

专题命中医学影像：MRI(summary_cn)；medical image(abstract)；分类 cs.LG、eess.IV；biomedical(comments)

AI总结提出一种生成具有已知因果结构的合成神经影像框架，通过模拟T1加权MRI中的体积变化实现因果控制，为因果AI方法提供基准测试数据。

Comments 10 pages, 5 figures, submitted to the Journal of Biomedical and Health Informatics, Code available at https://github.com/erynl-s/SCAR

2604.06518 2026-05-12 eess.IV cs.AI cs.CV 80%

ADP-FL-MedSeg: Adaptive Differential Privacy for Federated Medical Segmentation Across Diverse Modalities

ADP-FL-MedSeg：适应性差分隐私用于跨多样模态的联邦医疗分割

Puja Saha, Eranga Ukwatta

机构 * College of Engineering, University of Guelph（圭尔夫大学工程学院）

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

AI总结本文提出ADP-FL框架，通过动态调整隐私机制，在联邦学习中平衡隐私与效用，提升医疗图像分割的准确性与稳定性。

Comments 10 pages, 8 figures. Accepted in SPIE Medical Imaging 2026. Recipient of CAD Best Paper Award: 1st Place, and Robert F. Wagner All-Conference Best Paper Award: Finalist

Journal ref Proceedings Volume 13926, SPIE Medical Imaging 2026: Computer-Aided Diagnosis

2508.04552 2025-08-07 cs.CV cs.LG 80%

Augmentation-based Domain Generalization and Joint Training from Multiple Source Domains for Whole Heart Segmentation

Franz Thaler, Darko Stern, Gernot Plank, Martin Urschler

机构 * Gottfried Schatz Research Center: Medical Physics and Biophysics（戈特弗里德·沙茨研究所以及医学物理与生物物理）； Medical University of Graz（格拉茨医科大学）； Institute of Computer Graphics and Vision（计算机图形学与视觉研究所）； Graz University of Technology（格拉茨技术大学）； AVL List GmbH ； Institute for Medical Informatics, Statistics and Documentation（医学信息学、统计学与文档研究所）

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

Comments Accepted for the MICCAI Challenge on Comprehensive Analysis and Computing of Real-World Medical Images 2024, 12 pages

2408.02761 2024-10-03 cs.CV cs.LG 80%

Dimensionality Reduction and Nearest Neighbors for Improving Out-of-Distribution Detection in Medical Image Segmentation

McKell Woodland, Nihil Patel, Austin Castelo, Mais Al Taie, Mohamed Eltaher, Joshua P. Yung, Tucker J. Netherton, Tiffany L. Calderone, Jessica I. Sanchez, Darrel W. Cleere, Ahmed Elsaiey, Nakul Gupta, David Victor, Laura Beretta, Ankit B. Patel, Kristy K. Brock

专题命中医学影像：medical image(title,comments)；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/2024:020. Expansion of "Dimensionality Reduction for Improving Out-of-Distribution Detection in Medical Image Segmentation" arXiv:2308.03723. Code available at https://github.com/mckellwoodland/dimen_reduce_mahal (https://zenodo.org/records/13881989)

Journal ref Machine.Learning.for.Biomedical.Imaging. 2 (2024) 2006

2407.02604 2024-08-05 cs.AI cs.CL cs.LG eess.IV 80%

D-Rax: Domain-specific Radiologic assistant leveraging multi-modal data and eXpert model predictions

Hareem Nisar, Syed Muhammad Anwar, Zhifan Jiang, Abhijeet Parida, Ramon Sanchez-Jacob, Vishwesh Nath, Holger R. Roth, Marius George Linguraru

专题命中医学影像：medical image(abstract)；diagnosis(abstract)；biomedical(abstract)；分类 cs.LG、eess.IV

Comments accepted to the MICCAI 2024 Second International Workshop on Foundation Models for General Medical AI

2305.01747 2024-01-29 cs.CV cs.AI cs.LG 80%

Expectation Maximization Pseudo Labels

Moucheng Xu, Yukun Zhou, Chen Jin, Marius de Groot, Daniel C. Alexander, Neil P. Oxtoby, Yipeng Hu, Joseph Jacob

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

Comments Accepted in Medical Image Analysis

2201.02831 2022-12-15 eess.IV cs.CV 80%

CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea Segmentation

Reuben Dorent, Aaron Kujawa, Marina Ivory, Spyridon Bakas, Nicola Rieke, Samuel Joutard, Ben Glocker, Jorge Cardoso, Marc Modat, Kayhan Batmanghelich, Arseniy Belkov, Maria Baldeon Calisto, Jae Won Choi, Benoit M. Dawant, Hexin Dong, Sergio Escalera, Yubo Fan, Lasse Hansen, Mattias P. Heinrich, Smriti Joshi, Victoriya Kashtanova, Hyeon Gyu Kim, Satoshi Kondo, Christian N. Kruse, Susana K. Lai-Yuen, Hao Li, Han Liu, Buntheng Ly, Ipek Oguz, Hyungseob Shin, Boris Shirokikh, Zixian Su, Guotai Wang, Jianghao Wu, Yanwu Xu, Kai Yao, Li Zhang, Sebastien Ourselin, Jonathan Shapey, Tom Vercauteren

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

Comments In Medical Image Analysis

1. 医学影像 22656 篇

Optimal Transport driven CycleGAN for Unsupervised Learning in Inverse Problems

Manual segmentation versus semi-automated segmentation for quantifying vestibular schwannoma volume on MRI

Deep Learning Based Early Diagnostics of Parkinsons Disease

SODA: Detecting Covid-19 in Chest X-rays with Semi-supervised Open Set Domain Adaptation

Pseudo-Labeling for Small Lesion Detection on Diabetic Retinopathy Images

ResNets, NeuralODEs and CT-RNNs are Particular Neural Regulatory Networks

Development of Conditional Random Field Insert for UNet-based Zonal Prostate Segmentation on T2-Weighted MRI

UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation

Deep ICE: A Deep learning approach for MRI Intracranial Cavity Extraction

Explainable Anatomical Shape Analysis through Deep Hierarchical Generative Models

Multi-label Detection and Classification of Red Blood Cells in Microscopic Images

Automated Human Claustrum Segmentation using Deep Learning Technologies

Structural Similarity based Anatomical and Functional Brain Imaging Fusion

PET/CT Radiomic Sequencer for Prediction of EGFR and KRAS Mutation Status in NSCLC Patients

DeepMRSeg: A convolutional deep neural network for anatomy and abnormality segmentation on MR images

Automated Definition of Skeletal Disease Burden in Metastatic Prostate Carcinoma: a 3D analysis of SPECT/CT images

Consensus Neural Network for Medical Imaging Denoising with Only Noisy Training Samples

3D MRI brain tumor segmentation using autoencoder regularization

Identification of temporal transition of functional states using recurrent neural networks from functional MRI

Classification of lung nodules in CT images based on Wasserstein distance in differential geometry

A probabilistic atlas of the human thalamic nuclei combining ex vivo MRI and histology

Machine Learning on Human Connectome Data from MRI

Tracing 3D Anatomy in 2D Strokes: A Multi-Stage Projection Driven Approach to Cervical Spine Fracture Identification

A Neuroimaging Simulation Framework for Developing and Evaluating Causal AI

ADP-FL-MedSeg: Adaptive Differential Privacy for Federated Medical Segmentation Across Diverse Modalities

Augmentation-based Domain Generalization and Joint Training from Multiple Source Domains for Whole Heart Segmentation

Dimensionality Reduction and Nearest Neighbors for Improving Out-of-Distribution Detection in Medical Image Segmentation

D-Rax: Domain-specific Radiologic assistant leveraging multi-modal data and eXpert model predictions

Expectation Maximization Pseudo Labels

CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea Segmentation