医学 AI - arXivDaily 专题

1808.04576 2018-08-15 cs.CV 85%

Automatic Airway Segmentation in chest CT using Convolutional Neural Networks

A. Garcia-Uceda Juarez, H. A. W. M. Tiddens, M. de Bruijne

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

1707.00652 2018-06-05 cs.CV 85%

DeepIGeoS: A Deep Interactive Geodesic Framework for Medical Image Segmentation

Guotai Wang, Maria A. Zuluaga, Wenqi Li, Rosalind Pratt, Premal A. Patel, Michael Aertsen, Tom Doel, Anna L. David, Jan Deprest, Sebastien Ourselin, Tom Vercauteren

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

Comments 14 pages, 15 figures

1711.08608 2018-01-23 cs.CV 85%

Unsupervised End-to-end Learning for Deformable Medical Image Registration

Siyuan Shan, Wen Yan, Xiaoqing Guo, Eric I-Chao Chang, Yubo Fan, Yan Xu

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

1705.05998 2017-05-18 cs.CV 85%

Automatic Vertebra Labeling in Large-Scale 3D CT using Deep Image-to-Image Network with Message Passing and Sparsity Regularization

Dong Yang, Tao Xiong, Daguang Xu, Qiangui Huang, David Liu, S. Kevin Zhou, Zhoubing Xu, JinHyeong Park, Mingqing Chen, Trac D. Tran, Sang Peter Chin, Dimitris Metaxas, Dorin Comaniciu

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

1702.05174 2017-02-20 cs.CV 85%

Learning Normalized Inputs for Iterative Estimation in Medical Image Segmentation

Michal Drozdzal, Gabriel Chartrand, Eugene Vorontsov, Lisa Di Jorio, An Tang, Adriana Romero, Yoshua Bengio, Chris Pal, Samuel Kadoury

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

1601.03375 2016-01-14 cs.CV 85%

Multi-Atlas Segmentation with Joint Label Fusion of Osteoporotic Vertebral Compression Fractures on CT

Yinong Wang, Jianhua Yao, Holger R. Roth, Joseph E. Burns, Ronald M. Summers

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

Comments MICCAI 2015 Computational Methods and Clinical Applications for Spine Imaging Workshop

1207.0805 2013-04-02 cs.CV 85%

Anatomical Structure Segmentation in Liver MRI Images

G. Geethu Lakshmi

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

Comments Withdrawn by author for final modification

1001.3503 2010-03-25 cs.CV 85%

Hybrid Medical Image Classification Using Association Rule Mining with Decision Tree Algorithm

P. Rajendran, M. Madheswaran

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

Journal ref Journal of Computing, Vol. 2, Issue 1, January 2010

1002.2418 2010-02-26 cs.CV 85%

Medical Image Compression using Wavelet Decomposition for Prediction Method

S. M. Ramesh, A. Shanmugam

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

Comments IEEE format, International Journal of Computer Science and Information Security, IJCSIS January 2010, ISSN 1947 5500, http://sites.google.com/site/ijcsis/

Journal ref International Journal of Computer Science and Information Security, IJCSIS, Vol. 7, No. 1, pp. 262-265, January 2010, USA

2602.20994 2026-02-25 eess.IV cs.AI cs.CL cs.CV cs.LG 85%

Multimodal MRI Report Findings Supervised Brain Lesion Segmentation with Substructures

多模态MRI报告辅助的监督性脑部病变分割与亚结构

Yubin Ge, Yongsong Huang, Xiaofeng Liu

机构 * Amazon AWS（亚马逊AWS）； Yale University（耶鲁大学）； Tohoku University（东北大学）

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

AI总结该研究提出MS-RSuper方法，通过解析报告中的定量和定性信息，结合亚结构和不确定性，提升脑部病变分割的准确性。

Comments IEEE International Symposium on Biomedical Imaging (ISBI) 2026

2501.15309 2025-04-29 eess.IV cs.CV cs.LG 85%

Investigating the Feasibility of Patch-based Inference for Generalized Diffusion Priors in Inverse Problems for Medical Images

Saikat Roy, Mahmoud Mostapha, Radu Miron, Matt Holbrook, Mariappan Nadar

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

Comments Accepted at IEEE International Symposium for Biomedical Imaging (ISBI) 2025

2305.09946 2024-10-17 eess.IV cs.CV cs.LG 85%

AdaMSS: Adaptive Multi-Modality Segmentation-to-Survival Learning for Survival Outcome Prediction from PET/CT Images

Mingyuan Meng, Bingxin Gu, Michael Fulham, Shaoli Song, Dagan Feng, Lei Bi, Jinman Kim

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

Comments The extended version of this paper has been published at npj Precision Oncology as "Adaptive segmentation-to-survival learning for survival prediction from multi-modality medical images"

Journal ref npj Precision Oncology, vol. 8, p. 232, 2024

2308.04663 2024-05-20 eess.IV cs.CV cs.LG 85%

Classification of lung cancer subtypes on CT images with synthetic pathological priors

Wentao Zhu, Yuan Jin, Gege Ma, Geng Chen, Jan Egger, Shaoting Zhang, Dimitris N. Metaxas

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

Comments 16 pages, 7 figures

Journal ref Medical Image Analysis 95, July 2024, 103199

2305.18453 2024-04-22 eess.IV cs.CV cs.LG 85%

Conditional Diffusion Models for Semantic 3D Brain MRI Synthesis

Zolnamar Dorjsembe, Hsing-Kuo Pao, Sodtavilan Odonchimed, Furen Xiao

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

Comments This document is a preprint and has been accepted for publication in the IEEE Journal of Biomedical and Health Informatics. The final, published version can be accessed using the following DOI: 10.1109/JBHI.2024.3385504. Copyright for this article has been transferred to IEEE

2209.13008 2024-03-26 eess.IV cs.CV cs.LG 85%

USE-Evaluator: Performance Metrics for Medical Image Segmentation Models with Uncertain, Small or Empty Reference Annotations

Sophie Ostmeier, Brian Axelrod, Jeroen Bertels, Fabian Isensee, Maarten G. Lansberg, Soren Christensen, Gregory W. Albers, Li-Jia Li, Jeremy J. Heit

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

Comments 16 pages, 10 figures, Published in Medical Image Analysis

2307.02000 2024-02-01 eess.IV cs.CV cs.LG 85%

Distilling Missing Modality Knowledge from Ultrasound for Endometriosis Diagnosis with Magnetic Resonance Images

Yuan Zhang, Hu Wang, David Butler, Minh-Son To, Jodie Avery, M Louise Hull, Gustavo Carneiro

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

Comments This paper is accepted by 2023 IEEE 20th International Symposium on Biomedical Imaging(ISBI 2023)

2203.01944 2023-08-01 eess.IV cs.CV cs.LG 85%

A multi-stream convolutional neural network for classification of progressive MCI in Alzheimer's disease using structural MRI images

Mona Ashtari-Majlan, Abbas Seifi, Mohammad Mahdi Dehshibi

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

Journal ref IEEE Journal of Biomedical and Health Informatics, 26 (8), 2022, pp. 3918 - 3926

2302.02125 2023-04-26 eess.IV cs.CV cs.LG 85%

Weakly-Supervised 3D Medical Image Segmentation using Geometric Prior and Contrastive Similarity

Hao Du, Qihua Dong, Yan Xu, Jing Liao

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

Comments Weakly-supervised Segmentation, Medical Image Segmentation, Contrastive Similarity, Geometric Prior, Point Cloud

Journal ref IEEE Trans. Med. Imaging, Early Access, pp. 1-1, April 24, 2023

2207.02854 2022-07-08 eess.IV cs.CV cs.LG 85%

Perfusion imaging in deep prostate cancer detection from mp-MRI: can we take advantage of it?

Audrey Duran, Gaspard Dussert, Carole Lartizien

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

Journal ref 19th IEEE International Symposium on Biomedical Imaging (ISBI), Mar 2022, Kolkata, India. pp.1-5

2204.10983 2022-04-26 eess.IV cs.CV cs.LG 85%

Federated Contrastive Learning for Volumetric Medical Image Segmentation

Yawen Wu, Dewen Zeng, Zhepeng Wang, Yiyu Shi, Jingtong Hu

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

Comments International Conference on Medical Image Computing and Computer-Assisted Intervention. Springer, Cham, 2021

2007.04774 2022-04-14 eess.IV cs.CV cs.LG 85%

Automated Chest CT Image Segmentation of COVID-19 Lung Infection based on 3D U-Net

Dominik Müller, Iñaki Soto Rey, Frank Kramer

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

Comments Code repository: https://github.com/frankkramer-lab/covid19.MIScnn

Journal ref Robust chest CT image segmentation of COVID-19 lung infection based on limited data. Informatics in Medicine Unlocked. Volume 25. 2021. https://www.sciencedirect.com/science/article/pii/S2352914821001660

1910.09308 2022-04-14 eess.IV cs.CV cs.LG cs.NE 85%

MIScnn: A Framework for Medical Image Segmentation with Convolutional Neural Networks and Deep Learning

Dominik Müller, Frank Kramer

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

Comments Open-source Python framework available on GitHub (https://github.com/frankkramer-lab/MIScnn) and PyPI (miscnn). 11 pages

Journal ref Müller, D., Kramer, F. MIScnn: a framework for medical image segmentation with convolutional neural networks and deep learning. BMC Med Imaging 21, 12 (2021)

2202.09258 2022-03-01 eess.IV cs.CV cs.LG physics.med-ph 85%

Autoencoding Low-Resolution MRI for Semantically Smooth Interpolation of Anisotropic MRI

Jörg Sander, Bob D. de Vos, Ivana Išgum

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

Comments Medical Image Analysis, 2022

2201.03050 2022-01-11 eess.IV cs.CV cs.LG 85%

Lung infection and normal region segmentation from CT volumes of COVID-19 cases

Masahiro Oda, Yuichiro Hayashi, Yoshito Otake, Masahiro Hashimoto, Toshiaki Akashi, Kensaku Mori

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

Comments Accepted paper as a poster presentation at SPIE Medical Imaging 2021

Journal ref Proceedings of SPIE Medical Imaging 2021: Computer-Aided Diagnosis, Vol.11597, 115972X-1-6

2008.01158 2021-12-07 cs.CV cs.LG eess.IV 85%

Classification of Multiple Diseases on Body CT Scans using Weakly Supervised Deep Learning

Fakrul Islam Tushar, Vincent M. D'Anniballe, Rui Hou, Maciej A. Mazurowski, Wanyi Fu, Ehsan Samei, Geoffrey D. Rubin, Joseph Y. Lo

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

Comments 22 pages, 6 figures, 2 tables; Accepted for publication at Radiology: Artificial Intelligence

2109.11480 2021-09-24 eess.IV cs.CV cs.LG 85%

Improving Tuberculosis (TB) Prediction using Synthetically Generated Computed Tomography (CT) Images

Ashia Lewis, Evanjelin Mahmoodi, Yuyue Zhou, Megan Coffee, Elena Sizikova

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

Comments Accepted to International Conference on Computer Vision (ICCV) 2021 Computer Vision for Automated Medical Diagnosis (CVAMD) Workshop

2107.01502 2021-07-06 eess.IV cs.CV cs.LG 85%

Pulmonary Vessel Segmentation based on Orthogonal Fused U-Net++ of Chest CT Images

Hejie Cui, Xinglong Liu, Ning Huang

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

Comments Published in Medical Image Computing and Computer Assisted Intervention (MICCAI 2019)

2105.15094 2021-06-01 cs.CV cs.LG eess.IV 85%

Systematic investigation into generalization of COVID-19 CT deep learning models with Gabor ensemble for lung involvement scoring

Michael J. Horry, Subrata Chakraborty, Biswajeet Pradhan, Maryam Fallahpoor, Chegeni Hossein, Manoranjan Paul

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

Comments 39 Pages, 8 figures, 14 tables comparing the generalization of COVID-19 CT Deep Learning Models

2101.10674 2021-01-27 eess.IV cs.CV cs.LG 85%

Leveraging 3D Information in Unsupervised Brain MRI Segmentation

Benjamin Lambert, Maxime Louis, Senan Doyle, Florence Forbes, Michel Dojat, Alan Tucholka

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

Comments Accepted for presentation at IEEE International Symposium on Biomedical Imaging 2021

2007.14638 2020-12-04 eess.IV cs.CV cs.LG 85%

COVID-19 CT Image Synthesis with a Conditional Generative Adversarial Network

Yifan Jiang, Han Chen, Murray Loew, Hanseok Ko

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

Comments Accepted by IEEE Journal of Biomedical and Health Informatics (J-BHI)

1. 医学影像 22596 篇

Automatic Airway Segmentation in chest CT using Convolutional Neural Networks

DeepIGeoS: A Deep Interactive Geodesic Framework for Medical Image Segmentation

Unsupervised End-to-end Learning for Deformable Medical Image Registration

Automatic Vertebra Labeling in Large-Scale 3D CT using Deep Image-to-Image Network with Message Passing and Sparsity Regularization

Learning Normalized Inputs for Iterative Estimation in Medical Image Segmentation

Multi-Atlas Segmentation with Joint Label Fusion of Osteoporotic Vertebral Compression Fractures on CT

Anatomical Structure Segmentation in Liver MRI Images

Hybrid Medical Image Classification Using Association Rule Mining with Decision Tree Algorithm

Medical Image Compression using Wavelet Decomposition for Prediction Method

Multimodal MRI Report Findings Supervised Brain Lesion Segmentation with Substructures

Investigating the Feasibility of Patch-based Inference for Generalized Diffusion Priors in Inverse Problems for Medical Images

AdaMSS: Adaptive Multi-Modality Segmentation-to-Survival Learning for Survival Outcome Prediction from PET/CT Images

Classification of lung cancer subtypes on CT images with synthetic pathological priors

Conditional Diffusion Models for Semantic 3D Brain MRI Synthesis

USE-Evaluator: Performance Metrics for Medical Image Segmentation Models with Uncertain, Small or Empty Reference Annotations

Distilling Missing Modality Knowledge from Ultrasound for Endometriosis Diagnosis with Magnetic Resonance Images

A multi-stream convolutional neural network for classification of progressive MCI in Alzheimer's disease using structural MRI images

Weakly-Supervised 3D Medical Image Segmentation using Geometric Prior and Contrastive Similarity

Perfusion imaging in deep prostate cancer detection from mp-MRI: can we take advantage of it?

Federated Contrastive Learning for Volumetric Medical Image Segmentation

Automated Chest CT Image Segmentation of COVID-19 Lung Infection based on 3D U-Net

MIScnn: A Framework for Medical Image Segmentation with Convolutional Neural Networks and Deep Learning

Autoencoding Low-Resolution MRI for Semantically Smooth Interpolation of Anisotropic MRI

Lung infection and normal region segmentation from CT volumes of COVID-19 cases

Classification of Multiple Diseases on Body CT Scans using Weakly Supervised Deep Learning

Improving Tuberculosis (TB) Prediction using Synthetically Generated Computed Tomography (CT) Images

Pulmonary Vessel Segmentation based on Orthogonal Fused U-Net++ of Chest CT Images

Systematic investigation into generalization of COVID-19 CT deep learning models with Gabor ensemble for lung involvement scoring

Leveraging 3D Information in Unsupervised Brain MRI Segmentation

COVID-19 CT Image Synthesis with a Conditional Generative Adversarial Network