医学 AI - arXivDaily 专题

1901.07759 2019-01-25 cs.CV 80%

Robust Learning at Noisy Labeled Medical Images: Applied to Skin Lesion Classification

Cheng Xue, Qi Dou, Xueying Shi, Hao Chen, Pheng Ann Heng

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

Comments Accepted for publication at ISBI 2019

Journal ref IEEE International Symposium on Biomedical Imaging (ISBI 2019)

1901.06359 2019-01-25 cs.CV 80%

ULDor: A Universal Lesion Detector for CT Scans with Pseudo Masks and Hard Negative Example Mining

Youbao Tang, Ke Yan, Yuxing Tang, Jiamin Liu, Jing Xiao, Ronald M. Summers

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

Journal ref IEEE International Symposium on Biomedical Imaging (ISBI) 2019

1812.08364 2018-12-21 eess.IV physics.med-ph 80%

Model Based Iterative Reconstruction With Spatially Adaptive Sinogram Weights for Wide-Cone Cardiac CT

Amirkoushyar Ziabari, Dong Hye Ye, Lin Fu, Somesh Srivastava, Ken D. Sauer, Jean-Baptist Thibault, Charles A. Bouman

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

Comments The 5th international Conference on image formation in X-ray Computed Tomography (Proceedings of CT Meeting). Compared to original publication, we slightly modified figure 4 for better clarity

1807.03122 2018-11-02 cs.CV 80%

Fully Convolutional Networks for Automated Segmentation of Abdominal Adipose Tissue Depots in Multicenter Water-Fat MRI

Taro Langner, Anders Hedström, Katharina Mörwald, Daniel Weghuber, Anders Forslund, Peter Bergsten, Håkan Ahlström, Joel Kullberg

专题命中医学影像：MRI(title,abstract)；分类 cs.CV

Comments Key words: deep learning, fully convolutional networks, segmentation, water-fat MRI, adipose tissue, abdominal

Journal ref Magn Reson Med. 2018;00:1-10

1810.10117 2018-10-25 cs.CV 80%

End-to-End Diagnosis and Segmentation Learning from Cardiac Magnetic Resonance Imaging

Gerard Snaauw, Dong Gong, Gabriel Maicas, Anton van den Hengel, Wiro J. Niessen, Johan Verjans, Gustavo Carneiro

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

Comments submitted to 2019 IEEE International Symposium on Biomedical Imaging (ISBI)

1810.03143 2018-10-25 cs.CV 80%

Coronary Artery Centerline Extraction in Cardiac CT Angiography Using a CNN-Based Orientation Classifier

Jelmer M. Wolterink, Robbert W. van Hamersvelt, Max A. Viergever, Tim Leiner, Ivana Išgum

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

Comments Accepted in Medical Image Analysis

1804.06353 2018-09-17 cs.CV 80%

Not-so-supervised: a survey of semi-supervised, multi-instance, and transfer learning in medical image analysis

Veronika Cheplygina, Marleen de Bruijne, Josien P. W. Pluim

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

Comments Submitted to Medical Image Analysis

1809.02268 2018-09-10 cs.CV 80%

Computation of Total Kidney Volume from CT images in Autosomal Dominant Polycystic Kidney Disease using Multi-Task 3D Convolutional Neural Networks

Deepak Keshwani, Yoshiro Kitamura, Yuanzhong Li

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

Comments 8 pages, 5 figures, To appear in the Proceedings of the 21st International Conference On Medical Image Computing & Computer Assisted Intervention, Machine Learning in Medical Imaging workshop, 16-20 September 2018, Granada, Spain

1711.08917 2018-08-21 cs.CV 80%

Deep learning analysis of the myocardium in coronary CT angiography for identification of patients with functionally significant coronary artery stenosis

Majd Zreik, Nikolas Lessmann, Robbert W. van Hamersvelt, Jelmer M. Wolterink, Michiel Voskuil, Max A. Viergever, Tim Leiner, Ivana Išgum

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

Comments This paper was submitted in April 2017 and accepted in November 2017 for publication in Medical Image Analysis. Please cite as: Zreik et al., Medical Image Analysis, 2018, vol. 44, pp. 72-85

1807.10972 2018-07-31 cs.CV 80%

RS-Net: Regression-Segmentation 3D CNN for Synthesis of Full Resolution Missing Brain MRI in the Presence of Tumours

Raghav Mehta, Tal Arbel

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

Comments Accepted at Workshop on Simulation and Synthesis in Medical Imaging - SASHIMI2018 held in conjunction with the 21st International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2018)

1806.02562 2018-06-08 cs.CV 80%

On the Effect of Inter-observer Variability for a Reliable Estimation of Uncertainty of Medical Image Segmentation

Alain Jungo, Raphael Meier, Ekin Ermis, Marcela Blatti-Moreno, Evelyn Herrmann, Roland Wiest, Mauricio Reyes

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

Comments Appears in Medical Image Computing and Computer Assisted Interventions (MICCAI), 2018

1710.09180 2018-01-23 cs.CV stat.ML 80%

Anatomical labeling of brain CT scan anomalies using multi-context nearest neighbor relation networks

Srikrishna Varadarajan, Muktabh Mayank Srivastava, Monika Grewal, Pulkit Kumar

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

Comments Accepted as a one page abstract at IEEE International Symposium on Biomedical Imaging (ISBI), 2018

1801.00224 2018-01-03 cs.CV 80%

Transfer learning for diagnosis of congenital abnormalities of the kidney and urinary tract in children based on Ultrasound imaging data

Qiang Zheng, Gregory Tasian, Yong Fan

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

Comments Accepted paper in IEEE International Symposium on Biomedical Imaging (ISBI), 2018

1706.01862 2017-10-17 cs.CV physics.med-ph 80%

Director Field Analysis (DFA): Exploring Local White Matter Geometric Structure in diffusion MRI

Jian Cheng, Peter J. Basser

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

Comments Accepted by Medical Image Analysis

1708.02757 2017-08-10 cs.CV 80%

Isointense infant brain MRI segmentation with a dilated convolutional neural network

Pim Moeskops, Josien P. W. Pluim

专题命中医学影像：MRI(title,abstract)；分类 cs.CV

Comments MICCAI grand challenge on 6-month infant brain MRI segmentation

1706.01671 2017-06-07 cs.CV 80%

Compression Fractures Detection on CT

Amir Bar, Lior Wolf, Orna Bergman Amitai, Eyal Toledano, Eldad Elnekave

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

Journal ref Proc. SPIE 10134, Medical Imaging 2017: Computer-Aided Diagnosis, 1013440 (March 3, 2017)

1702.07059 2017-02-24 cs.CV 80%

Robust and fully automated segmentation of mandible from CT scans

Neslisah Torosdagli, Denise K. Liberton, Payal Verma, Murat Sincan Janice Lee, Sumanta Pattanaik, Ulas Bagci

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

Comments 4 pages, 5 figures, IEEE International Symposium on Biomedical Imaging (ISBI) 2017

1608.04667 2017-02-21 cs.CV stat.ML 80%

Medical image denoising using convolutional denoising autoencoders

Lovedeep Gondara

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

Comments To appear: 6 pages, paper to be published at the Fourth Workshop on Data Mining in Biomedical Informatics and Healthcare at ICDM, 2016

1701.06643 2017-01-25 cs.CV 80%

Residual and Plain Convolutional Neural Networks for 3D Brain MRI Classification

Sergey Korolev, Amir Safiullin, Mikhail Belyaev, Yulia Dodonova

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

Comments IEEE International Symposium on Biomedical Imaging 2017

1610.07931 2016-10-26 cs.CV 80%

Anatomically Constrained Video-CT Registration via the V-IMLOP Algorithm

Seth D. Billings, Ayushi Sinha, Austin Reiter, Simon Leonard, Masaru Ishii, Gregory D. Hager, Russell H. Taylor

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

Comments 8 pages, 4 figures, MICCAI

Journal ref Medical Image Computing and Computer-Assisted Intervention -- MICCAI 2016: 19th International Conference, Athens, Greece, October 17-21, 2016, Proceedings, Part III. Vol. 9902, pp. 133-141

1608.05562 2016-08-22 cs.CV 80%

Rigid Slice-To-Volume Medical Image Registration through Markov Random Fields

Roque Porchetto, Franco Stramana, Nikos Paragios, Enzo Ferrante

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

Comments Bayesian and Graphical Models for Biomedical Imaging Workshop, BAMBI (MICCAI 2016, Athens, Greece)

1608.03907 2016-08-16 cs.CV 80%

Temporal Registration in In-Utero Volumetric MRI Time Series

Ruizhi Liao, Esra Turk, Miaomiao Zhang, Jie Luo, Ellen Grant, Elfar Adalsteinsson, Polina Golland

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

Comments to appear in International Conference on Medical Image Computing and Computer Assisted Intervention, 2016

1604.05210 2016-04-19 cs.CV 80%

Pieces-of-parts for supervoxel segmentation with global context: Application to DCE-MRI tumour delineation

Benjamin Irving, James M Franklin, Bartlomiej W Papiez, Ewan M Anderson, Ricky A Sharma, Fergus V Gleeson, Sir Michael Brady, Julia A Schnabel

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

Comments accepted for publication in the Journal of Medical Image Analysis

1512.07951 2015-12-29 cs.CV 80%

A Combined Deep-Learning and Deformable-Model Approach to Fully Automatic Segmentation of the Left Ventricle in Cardiac MRI

M. R. Avendi, A. Kheradvar, H. Jafarkhani

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

Comments to appear in Medical Image Analysis

2608.20935 2026-08-24 cs.CE 新提交 80%

An Imaging-Informed Reaction-Diffusion Model of Infarct Growth

基于影像信息的梗死生长反应-扩散模型

Muhammad Hussnain Abbas, Michal Balcerak, Asif Ahmad, Bjoern Menze, Ezequiel de la Rosa

专题命中医学影像：MRI(summary_cn,abstract)

AI总结该研究针对卒中梗死体积预测的临床痛点，提出首个从急性MRI参数化Fisher-KPP反应-扩散PDE的影像驱动框架，在ISLES 2017数据集上验证其性能优于传统rCBF阈值法，兼具生理可解释性，推动卒中预测从纯数据驱动转向患者特异性生物物理预测。

Comments Accepted at MICCAI 2026 Satellite Events (LNCS). 11 pages, 1 figure, 2 tables

2608.18355 2026-08-20 math.OC math.AP 新提交 80%

Finite-player Optimal Stopping Games: Randomization, $α$-potentiality, and Learning

有限玩家最优停止博弈：随机化、α-位势与学习

Xin Guo, Mehdi Talbi, Qinxin Yan

专题命中医学影像：CT(summary_cn,abstract)

AI总结针对有限玩家最优停止博弈复杂度随玩家数快速增长的问题，引入独立随机化形式，构造α-位势函数，提出Potential-CT-DDPG学习算法，数值实验验证了方法的有效性。

2608.18540 2026-08-20 cond-mat.str-el 新提交 80%

Hubb_DMFT and Wan2mb_DMFT: Continuous-Time Quantum Monte Carlo Solvers for Single- and Multi-Orbital Hubbard Model

Hubb_DMFT与Wan2mb_DMFT：适用于单轨道与多轨道哈伯德模型的连续时间量子蒙特卡洛求解器

A. A. Katanin

专题命中医学影像：CT(summary_cn,abstract)

AI总结该研究开发了Hubb_DMFT与Wan2mb_DMFT两款定制软件，基于iQIST v.0.7杂质求解器，采用改进的CT-QMC核心，分别适配单轨道和多轨道哈伯德模型，可精确求解强关联电子系统的DMFT方程。

Comments 15 pages, 3 figures

2606.08884 2026-08-18 math.PR 版本更新 80%

A Poincaré Inequality and Exponential Decay for the Elephant Random Walk

大象随机游走的庞加莱不等式与指数衰减

Cristian Favio Coletti, Rafael de Mattos Grisi, Ioannis Papageorgiou

专题命中医学影像：CT(summary_cn,abstract)

AI总结研究带吸收边界的一维连续时间大象随机游走的长时间行为，通过分析演化方程建立谱间隙为N^{-2}阶的庞加莱不等式，得到生存概率以e^{-ct/N^2}速率指数衰减。

Comments 15 pages

2608.13086 2026-08-14 math.GN 新提交 80%

Axioms of Continuous Separation

连续分离的公理

Zhongqiang Yang, Nada Wu

专题命中医学影像：CT(summary_cn,abstract)

AI总结本文针对Vietoris拓扑定义了CT_i空间，证明了CT₄空间可数紧、CT₃空间是Fréchet-Urysohn空间等性质，给出多类空间的CT_i判定结果，并提出两个开放问题。

2608.12126 2026-08-13 math.CO 新提交 80%

Two Relaxations of the Dominating Hadwiger's Conjecture

支配哈维格猜想的两种松弛形式

António Girão, Sergey Norin, Youri Tamitegama, Jane Tan

专题命中医学影像：CT(summary_cn,abstract)

AI总结针对支配哈维格猜想，本文证明两种松弛形式：一是给出平均度为Ct(log t)^2的图必含支配K_t-模型的界，二是将无支配K_t-模型的图顶点划分为t-1个有界最大度的部分。

1. 医学影像 22656 篇

Robust Learning at Noisy Labeled Medical Images: Applied to Skin Lesion Classification

ULDor: A Universal Lesion Detector for CT Scans with Pseudo Masks and Hard Negative Example Mining

Model Based Iterative Reconstruction With Spatially Adaptive Sinogram Weights for Wide-Cone Cardiac CT

Fully Convolutional Networks for Automated Segmentation of Abdominal Adipose Tissue Depots in Multicenter Water-Fat MRI

End-to-End Diagnosis and Segmentation Learning from Cardiac Magnetic Resonance Imaging

Coronary Artery Centerline Extraction in Cardiac CT Angiography Using a CNN-Based Orientation Classifier

Not-so-supervised: a survey of semi-supervised, multi-instance, and transfer learning in medical image analysis

Computation of Total Kidney Volume from CT images in Autosomal Dominant Polycystic Kidney Disease using Multi-Task 3D Convolutional Neural Networks

Deep learning analysis of the myocardium in coronary CT angiography for identification of patients with functionally significant coronary artery stenosis

RS-Net: Regression-Segmentation 3D CNN for Synthesis of Full Resolution Missing Brain MRI in the Presence of Tumours

On the Effect of Inter-observer Variability for a Reliable Estimation of Uncertainty of Medical Image Segmentation

Anatomical labeling of brain CT scan anomalies using multi-context nearest neighbor relation networks

Transfer learning for diagnosis of congenital abnormalities of the kidney and urinary tract in children based on Ultrasound imaging data

Director Field Analysis (DFA): Exploring Local White Matter Geometric Structure in diffusion MRI

Isointense infant brain MRI segmentation with a dilated convolutional neural network

Compression Fractures Detection on CT

Robust and fully automated segmentation of mandible from CT scans

Medical image denoising using convolutional denoising autoencoders

Residual and Plain Convolutional Neural Networks for 3D Brain MRI Classification

Anatomically Constrained Video-CT Registration via the V-IMLOP Algorithm

Rigid Slice-To-Volume Medical Image Registration through Markov Random Fields

Temporal Registration in In-Utero Volumetric MRI Time Series

Pieces-of-parts for supervoxel segmentation with global context: Application to DCE-MRI tumour delineation

A Combined Deep-Learning and Deformable-Model Approach to Fully Automatic Segmentation of the Left Ventricle in Cardiac MRI

An Imaging-Informed Reaction-Diffusion Model of Infarct Growth

Finite-player Optimal Stopping Games: Randomization, $α$-potentiality, and Learning

Hubb_DMFT and Wan2mb_DMFT: Continuous-Time Quantum Monte Carlo Solvers for Single- and Multi-Orbital Hubbard Model

A Poincaré Inequality and Exponential Decay for the Elephant Random Walk

Axioms of Continuous Separation

Two Relaxations of the Dominating Hadwiger's Conjecture