医学 AI - arXivDaily 专题

2005.05431 2020-05-13 eess.IV cs.CV cs.LG 85%

Deep Medical Image Analysis with Representation Learning and Neuromorphic Computing

Neil Getty, Thomas Brettin, Dong Jin, Rick Stevens, Fangfang Xia

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

Comments 8 pages, 7 figures

2005.03924 2020-05-11 eess.IV cs.CV cs.LG 85%

Beyond CNNs: Exploiting Further Inherent Symmetries in Medical Images for Segmentation

Shuchao Pang, Anan Du, Mehmet A. Orgun, Yan Wang, Quanzheng Sheng, Shoujin Wang, Xiaoshui Huang, Zhemei Yu

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

2005.03264 2020-05-08 eess.IV cs.CV cs.LG 85%

Adaptive Feature Selection Guided Deep Forest for COVID-19 Classification with Chest CT

Liang Sun, Zhanhao Mo, Fuhua Yan, Liming Xia, Fei Shan, Zhongxiang Ding, Wei Shao, Feng Shi, Huan Yuan, Huiting Jiang, Dijia Wu, Ying Wei, Yaozong Gao, Wanchun Gao, He Sui, Daoqiang Zhang, Dinggang Shen

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

2004.10987 2020-04-28 eess.IV cs.CV cs.LG 85%

COVID-19 Chest CT Image Segmentation -- A Deep Convolutional Neural Network Solution

Qingsen Yan, Bo Wang, Dong Gong, Chuan Luo, Wei Zhao, Jianhu Shen, Qinfeng Shi, Shuo Jin, Liang Zhang, Zheng You

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

2004.09610 2020-04-22 eess.IV cs.CV cs.LG 85%

Deep variational network for rapid 4D flow MRI reconstruction

Valery Vishnevskiy, Jonas Walheim, Sebastian Kozerke

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

Comments 15 pages, 6 figures

Journal ref Nature Machine Intelligence 2, 228-235 (2020)

2004.06689 2020-04-15 eess.IV cs.CV cs.LG 85%

Weakly Supervised Deep Learning for COVID-19 Infection Detection and Classification from CT Images

Shaoping Hu, Yuan Gao, Zhangming Niu, Yinghui Jiang, Lao Li, Xianglu Xiao, Minhao Wang, Evandro Fei Fang, Wade Menpes-Smith, Jun Xia, Hui Ye, Guang Yang

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

Comments 21 pages, 7 figures

1908.08431 2020-04-15 eess.IV cs.CV cs.LG physics.med-ph 85%

Improved MR to CT synthesis for PET/MR attenuation correction using Imitation Learning

Kerstin Kläser, Thomas Varsavsky, Pawel Markiewicz, Tom Vercauteren, David Atkinson, Kris Thielemans, Brian Hutton, M Jorge Cardoso, Sebastien Ourselin

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

Comments Aceppted at SASHIMI2019

2002.05702 2020-04-13 eess.IV cs.CV cs.LG physics.med-ph stat.ML 85%

Generative-based Airway and Vessel Morphology Quantification on Chest CT Images

Pietro Nardelli, James C. Ross, Raúl San José Estépar

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

Comments 19 pages, 13 figures

2004.00038 2020-04-02 eess.IV cs.CV cs.LG 85%

Diagnosing COVID-19 Pneumonia from X-Ray and CT Images using Deep Learning and Transfer Learning Algorithms

Halgurd S. Maghdid, Aras T. Asaad, Kayhan Zrar Ghafoor, Ali Safaa Sadiq, Muhammad Khurram Khan

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

Comments 8 pages, 8 figures

2002.08277 2020-02-20 cs.CV cs.AI cs.LG eess.IV 85%

When Radiology Report Generation Meets Knowledge Graph

Yixiao Zhang, Xiaosong Wang, Ziyue Xu, Qihang Yu, Alan Yuille, Daguang Xu

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

2002.04639 2020-02-19 eess.IV cs.CV cs.LG 85%

Validating uncertainty in medical image translation

Jacob C. Reinhold, Yufan He, Shizhong Han, Yunqiang Chen, Dashan Gao, Junghoon Lee, Jerry L. Prince, Aaron Carass

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

Comments IEEE ISBI 2020

2001.08741 2020-01-27 eess.IV cs.CV cs.LG stat.ML 85%

Using a Generative Adversarial Network for CT Normalization and its Impact on Radiomic Features

Leihao Wei, Yannan Lin, William Hsu

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

Comments ISBI 2020

2001.08552 2020-01-24 cs.CV cs.LG cs.NE eess.IV 85%

Observer variation-aware medical image segmentation by combining deep learning and surrogate-assisted genetic algorithms

Arkadiy Dushatskiy, Adriënne M. Mendrik, Peter A. N. Bosman, Tanja Alderliesten

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

Comments 11 pages, 5 figures, SPIE Medical Imaging Conference - 2020

1906.06058 2020-01-09 eess.IV cs.CV cs.LG 85%

Multi Scale Curriculum CNN for Context-Aware Breast MRI Malignancy Classification

Christoph Haarburger, Michael Baumgartner, Daniel Truhn, Mirjam Broeckmann, Hannah Schneider, Simone Schrading, Christiane Kuhl, Dorit Merhof

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

Comments Accepted to MICCAI 2019

1912.07648 2019-12-18 eess.IV cs.CV cs.LG 85%

Rethinking Medical Image Reconstruction via Shape Prior, Going Deeper and Faster: Deep Joint Indirect Registration and Reconstruction

Jiulong Liu, Angelica I. Aviles-Rivero, Hui Ji, Carola-Bibiane Schönlieb

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

1911.03022 2019-11-11 physics.med-ph cs.CV cs.LG eess.IV 85%

Transfer Learning in 4D for Breast Cancer Diagnosis using Dynamic Contrast-Enhanced Magnetic Resonance Imaging

Qiyuan Hu, Heather M. Whitney, Maryellen L. Giger

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

Comments Machine Learning for Health (ML4H) at NeurIPS 2019 - Extended Abstract

1910.02175 2019-10-23 eess.IV cs.CV cs.LG stat.ML 85%

Pi-PE: A Pipeline for Pulmonary Embolism Detection using Sparsely Annotated 3D CT Images

Deepta Rajan, David Beymer, Shafiqul Abedin, Ehsan Dehghan

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

Comments 2019 NeurIPS ML4H (Proceedings of Machine Learning Research)

1910.03063 2019-10-09 cs.RO 85%

CRANE: A highly dexterous needle placement robot for evaluation of interventional radiology procedures

Dimitri A. Schreiber, Hanpeng Jiang, Guosong Li, Julie Yu, Zhaowei Yu, Renjie Zhu, Alexander M. Norbash, Michael C. Yip

专题命中医学影像：radiology(title,abstract)；CT(abstract)；diagnosis(abstract)

Comments 2 pages, 3 figures, extended abstract for IROS 2019 Workshop on Surgical Robotics

1910.02241 2019-10-08 cs.CV cs.LG eess.IV 85%

Self-supervised Feature Learning for 3D Medical Images by Playing a Rubik's Cube

Xinrui Zhuang, Yuexiang Li, Yifan Hu, Kai Ma, Yujiu Yang, Yefeng Zheng

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

Comments MICCAI 2019

1909.03483 2019-09-19 cs.CV cs.LG eess.IV 85%

Anatomy-Aware Self-supervised Fetal MRI Synthesis from Unpaired Ultrasound Images

Jianbo Jiao, Ana I. L. Namburete, Aris T. Papageorghiou, J. Alison Noble

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

Comments MICCAI-MLMI 2019

1906.06188 2019-08-13 eess.IV cs.CV cs.LG 85%

Global and Local Interpretability for Cardiac MRI Classification

James R. Clough, Ilkay Oksuz, Esther Puyol-Anton, Bram Ruijsink, Andrew P. King, Julia A. Schnabel

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

Comments Accepted at MICCAI 2019, 9 pages, 3 figures

1808.04256 2019-06-25 eess.IV cs.CV cs.LG stat.ML 85%

CT Super-resolution GAN Constrained by the Identical, Residual, and Cycle Learning Ensemble(GAN-CIRCLE)

Chenyu You, Guang Li, Yi Zhang, Xiaoliu Zhang, Hongming Shan, Shenghong Ju, Zhen Zhao, Zhuiyang Zhang, Wenxiang Cong, Michael W. Vannier, Punam K. Saha, Ge Wang

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

Journal ref IEEE Transactions on Medical Imaging 2019

1812.07509 2019-02-20 eess.IV cs.CV cs.HC cs.LG stat.ML 85%

Iterative annotation to ease neural network training: Specialized machine learning in medical image analysis

Brendon Lutnick, Brandon Ginley, Darshana Govind, Sean D. McGarry, Peter S. LaViolette, Rabi Yacoub, Sanjay Jain, John E. Tomaszewski, Kuang-Yu Jen, Pinaki Sarder

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

Comments 15 pages, 7 figures, 2 supplemental figures (on the last page)

Journal ref Nature Machine Intelligence 1.2 (2019): 112

1807.07353 2019-02-13 physics.med-ph physics.comp-ph physics.data-an 85%

MITK-ModelFit: A generic open-source framework for model fits and their exploration in medical imaging -- design, implementation and application on the example of DCE-MRI

Charlotte Debus, Ralf Floca, Michael Ingrisch, Ina Kompan, Klaus Maier-Hein, Amir Abdollahi, Marco Nolden

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

Comments 31 pages, 11 figures URL: http://mitk.org/wiki/MITK-ModelFit

Journal ref BMC bioninformatics 2019

1812.07715 2018-12-20 eess.IV cs.CV cs.LG 85%

A Tour of Unsupervised Deep Learning for Medical Image Analysis

Khalid Raza, Nripendra Kumar Singh

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

Comments 29 pages, 6 figures, 8 tables

1810.06776 2018-10-17 physics.med-ph 85%

Super-resolution MRI through Deep Learning

Qing Lyu, Chenyu You, Hongming Shan, Ge Wang

专题命中医学影像：MRI(title,abstract)；CT(abstract)；diagnosis(abstract)

1810.00967 2018-10-03 cs.CL 85%

Efficient and Accurate Abnormality Mining from Radiology Reports with Customized False Positive Reduction

Nithya Attaluri, Ahmed Nasir, Carolynne Powe, Harold Racz, Ben Covington, Li Yao, Jordan Prosky, Eric Poblenz, Tobi Olatunji, Kevin Lyman

专题命中医学影像：radiology(title,abstract)；medical image(abstract)；CT(abstract)

1808.03944 2018-08-14 cs.CV cs.AI cs.LG eess.IV 85%

Unsupervised learning for cross-domain medical image synthesis using deformation invariant cycle consistency networks

Chengjia Wang, Gillian Macnaught, Giorgos Papanastasiou, Tom MacGillivray, David Newby

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

1703.05778 2017-03-20 cs.MM cs.CR 85%

Medical Image Watermarking using 2D-DWT with Enhanced security and capacity

Ali Sharifara, Amir Ghaderi

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

2508.05049 2026-07-07 eess.IV cs.CV 交叉投稿 84%

MedMambaLite: Hardware-Aware Mamba for Medical Image Classification

MedMambaLite：用于医学图像分类的硬件感知Mamba

Romina Aalishah, Mozhgan Navardi, Tinoosh Mohsenin

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系）

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

AI总结针对医学图像分类在边缘设备上因模型大小和计算能力受限的问题，通过知识蒸馏优化基于Mamba的MedMambaLite模型，使其更轻更快，在数据集上准确率高，参数减少，能量效率提升。

Comments 21st IEEE Biomedical Circuits and Systems Conference (BioCAS) 2025

1. 医学影像 22719 篇

Deep Medical Image Analysis with Representation Learning and Neuromorphic Computing

Beyond CNNs: Exploiting Further Inherent Symmetries in Medical Images for Segmentation

Adaptive Feature Selection Guided Deep Forest for COVID-19 Classification with Chest CT

COVID-19 Chest CT Image Segmentation -- A Deep Convolutional Neural Network Solution

Deep variational network for rapid 4D flow MRI reconstruction

Weakly Supervised Deep Learning for COVID-19 Infection Detection and Classification from CT Images

Improved MR to CT synthesis for PET/MR attenuation correction using Imitation Learning

Generative-based Airway and Vessel Morphology Quantification on Chest CT Images

Diagnosing COVID-19 Pneumonia from X-Ray and CT Images using Deep Learning and Transfer Learning Algorithms

When Radiology Report Generation Meets Knowledge Graph

Validating uncertainty in medical image translation

Using a Generative Adversarial Network for CT Normalization and its Impact on Radiomic Features

Observer variation-aware medical image segmentation by combining deep learning and surrogate-assisted genetic algorithms

Multi Scale Curriculum CNN for Context-Aware Breast MRI Malignancy Classification

Rethinking Medical Image Reconstruction via Shape Prior, Going Deeper and Faster: Deep Joint Indirect Registration and Reconstruction

Transfer Learning in 4D for Breast Cancer Diagnosis using Dynamic Contrast-Enhanced Magnetic Resonance Imaging

Pi-PE: A Pipeline for Pulmonary Embolism Detection using Sparsely Annotated 3D CT Images

CRANE: A highly dexterous needle placement robot for evaluation of interventional radiology procedures

Self-supervised Feature Learning for 3D Medical Images by Playing a Rubik's Cube

Anatomy-Aware Self-supervised Fetal MRI Synthesis from Unpaired Ultrasound Images

Global and Local Interpretability for Cardiac MRI Classification

CT Super-resolution GAN Constrained by the Identical, Residual, and Cycle Learning Ensemble(GAN-CIRCLE)

Iterative annotation to ease neural network training: Specialized machine learning in medical image analysis

MITK-ModelFit: A generic open-source framework for model fits and their exploration in medical imaging -- design, implementation and application on the example of DCE-MRI

A Tour of Unsupervised Deep Learning for Medical Image Analysis

Super-resolution MRI through Deep Learning

Efficient and Accurate Abnormality Mining from Radiology Reports with Customized False Positive Reduction

Unsupervised learning for cross-domain medical image synthesis using deformation invariant cycle consistency networks

Medical Image Watermarking using 2D-DWT with Enhanced security and capacity

MedMambaLite: Hardware-Aware Mamba for Medical Image Classification