医学 AI - arXivDaily 专题

1910.06424 2019-10-16 eess.IV 83%

Integrating AI into Radiology workflow: Levels of research, production, and feedback maturity

Engin Dikici, Matthew Bigelow, Luciano M. Prevedello, Richard D. White, Barbaros Selnur Erdal

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

Comments 19 pages, 9 figures

1804.03596 2019-10-02 cs.CV 83%

A Deep Information Sharing Network for Multi-contrast Compressed Sensing MRI Reconstruction

Liyan Sun, Zhiwen Fan, Yue Huang, Xinghao Ding, John Paisley

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

Comments 13 pages, 16 figures, 3 tables

1904.03355 2019-09-24 cs.CV 83%

3D Dilated Multi-Fiber Network for Real-time Brain Tumor Segmentation in MRI

Chen Chen, Xiaopeng Liu, Meng Ding, Junfeng Zheng, Jiangyun Li

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

1908.07654 2019-08-28 cs.CV 83%

FusionNet: Incorporating Shape and Texture for Abnormality Detection in 3D Abdominal CT Scans

Fengze Liu, Yuyin Zhou, Elliot Fishman, Alan Yuille

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

Comments Accepted to MICCAI 2019 Workshop(MLMI)(8 pages, 3 figures)

1805.10344 2019-08-22 cs.CV 83%

Pathology Segmentation using Distributional Differences to Images of Healthy Origin

Simon Andermatt, Antal Horváth, Simon Pezold, Philippe Cattin

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

Journal ref In International MICCAI Brainlesion Workshop, pp. 228-238. Springer, Cham, 2018

1901.11341 2019-08-21 cs.CV 83%

Automated brain extraction of multi-sequence MRI using artificial neural networks

Fabian Isensee, Marianne Schell, Irada Tursunova, Gianluca Brugnara, David Bonekamp, Ulf Neuberger, Antje Wick, Heinz-Peter Schlemmer, Sabine Heiland, Wolfgang Wick, Martin Bendszus, Klaus Hermann Maier-Hein, Philipp Kickingereder

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

Comments Fabian Isensee, Marianne Schell and Irada Tursunova share the first authorship

Journal ref Hum Brain Mapp. 2019; 1-13

1908.01506 2019-08-08 eess.IV 83%

Fully Automatic Binary Glioma Grading based on Pre-Therapy MRI using 3D Convolutional Neural Networks

Milan Decuyper, Roel Van Holen

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

Comments Presented at the International Conference on Medical Imaging with Deep Learning, MIDL 2019 [arXiv:1907.08612]

1907.11711 2019-07-30 eess.IV cs.CV cs.LG eess.SP physics.med-ph stat.ML 83%

Deep MRI Reconstruction: Unrolled Optimization Algorithms Meet Neural Networks

Dong Liang, Jing Cheng, Ziwen Ke, Leslie Ying

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

Comments a review paper on deep learning MR reconstruction

1907.10936 2019-07-26 cs.CV 83%

ET-Net: A Generic Edge-aTtention Guidance Network for Medical Image Segmentation

Zhijie Zhang, Huazhu Fu, Hang Dai, Jianbing Shen, Yanwei Pang, Ling Shao

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

Comments MICCAI 2019

1907.07816 2019-07-19 cs.CV 83%

Unsupervised Task Design to Meta-Train Medical Image Classifiers

Gabriel Maicas, Cuong Nguyen, Farbod Motlagh, Jacinto C. Nascimento, Gustavo Carneiro

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

1907.03958 2019-07-10 cs.CV 83%

Attentive CT Lesion Detection Using Deep Pyramid Inference with Multi-Scale Booster

Qingbin Shao, Lijun Gong, Kai Ma, Hualuo Liu, Yefeng Zheng

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

1904.00838 2019-05-30 cs.CV cs.AI 83%

Learning More with Less: GAN-based Medical Image Augmentation

Changhee Han, Kohei Murao, Shin'ichi Satoh, Hideki Nakayama

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

Comments 6 pages, 2 figures, to appear in MEDICAL IMAGING TECHNOLOGY Special Issue

1905.10835 2019-05-28 cs.CV 83%

A multi-path 2.5 dimensional convolutional neural network system for segmenting stroke lesions in brain MRI images

Yunzhe Xue, Fadi G. Farhat, Olga Boukrina, A . M. Barrett, Jeffrey R. Binder, Usman W. Roshan, William W. Graves

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

1812.07166 2019-05-27 cs.CV 83%

Group-Attention Single-Shot Detector (GA-SSD): Finding Pulmonary Nodules in Large-Scale CT Images

Jiechao Ma, Xiang Li, Hongwei Li, Bjoern H Menze, Sen Liang, Rongguo Zhang, Wei-Shi Zheng

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

1810.13304 2019-04-25 cs.CV 83%

Acute and sub-acute stroke lesion segmentation from multimodal MRI

Albert Clèrigues, Sergi Valverde, Jose Bernal, Jordi Freixenet, Arnau Oliver, Xavier Lladó

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

1904.07290 2019-04-17 cs.CV 83%

Brain Tumor Segmentation on MRI with Missing Modalities

Yan Shen, Mingchen Gao

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

Comments Will appear in IPMI 2019

1810.10850 2019-04-09 cs.CV 83%

An Adversarial Learning Approach to Medical Image Synthesis for Lesion Detection

Liyan Sun, Jiexiang Wang, Yue Huang, Xinghao Ding, Hayit Greenspan, John Paisley

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

Comments 10 pages, 13 figures

1904.02575 2019-04-05 cs.CV 83%

Segmentation of the Prostatic Gland and the Intraprostatic Lesions on Multiparametic MRI Using Mask-RCNN

Zhenzhen Dai, Eric Carver, Chang Liu, Joon Lee, Aharon Feldman, Weiwei Zong, Milan Pantelic, Mohamed Elshaikh, Ning Wen

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

1903.08205 2019-03-21 cs.CV 83%

Interactive segmentation of medical images through fully convolutional neural networks

Tomas Sakinis, Fausto Milletari, Holger Roth, Panagiotis Korfiatis, Petro Kostandy, Kenneth Philbrick, Zeynettin Akkus, Ziyue Xu, Daguang Xu, Bradley J. Erickson

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

1903.02871 2019-03-08 cs.CV 83%

Exploit fully automatic low-level segmented PET data for training high-level deep learning algorithms for the corresponding CT data

Christina Gsaxner, Peter M. Roth, Jürgen Wallner, Jan Egger

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

Comments 20 pages

Journal ref PLoS ONE 14(3): e0212550 (2019)

1811.04281 2019-03-07 cs.CV 83%

The Method of Multimodal MRI Brain Image Segmentation Based on Differential Geometric Features

Yongpei Zhu, Zicong Zhou, Guojun Liao, Qianxi Yang, Kehong Yuan

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

Comments 18 pages,7 figures

1902.06455 2019-03-06 cs.CV 83%

SEGAN: Structure-Enhanced Generative Adversarial Network for Compressed Sensing MRI Reconstruction

Zhongnian Li, Tao Zhang, Peng Wan, Daoqiang Zhang

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

Comments 9 pages,5 figures, Proceedings of the Association for the Advancement of Artificial Intelligence (AAAI-19)

1903.00183 2019-03-04 cs.CV 83%

Lung CT Imaging Sign Classification through Deep Learning on Small Data

Guocai He

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

1807.07356 2019-02-12 cs.CV 83%

Aleatoric uncertainty estimation with test-time augmentation for medical image segmentation with convolutional neural networks

Guotai Wang, Wenqi Li, Michael Aertsen, Jan Deprest, Sebastien Ourselin, Tom Vercauteren

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

Comments 13 pages, 8 figures, accepted by NeuroComputing

1812.01737 2019-02-08 cs.CV 83%

Decompose to manipulate: Manipulable Object Synthesis in 3D Medical Images with Structured Image Decomposition

Siqi Liu, Eli Gibson, Sasa Grbic, Zhoubing Xu, Arnaud Arindra Adiyoso Setio, Jie Yang, Bogdan Georgescu, Dorin Comaniciu

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

1807.07784 2019-02-05 cs.CV 83%

Model Agnostic Saliency for Weakly Supervised Lesion Detection from Breast DCE-MRI

Gabriel Maicas, Gerard Snaauw, Andrew P. Bradley, Ian Reid, Gustavo Carneiro

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

1805.10884 2019-02-05 cs.CV cs.AI 83%

Training Medical Image Analysis Systems like Radiologists

Gabriel Maicas, Andrew P. Bradley, Jacinto C. Nascimento, Ian Reid, Gustavo Carneiro

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

Comments Oral Presentation at MICCAI 2018

1901.03473 2019-01-14 cs.CV 83%

LGAN: Lung Segmentation in CT Scans Using Generative Adversarial Network

Jiaxing Tan, Longlong Jing, Yumei Huo, Yingli Tian, Oguz Akin

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

1812.11204 2019-01-01 cs.CV 83%

Class-Aware Adversarial Lung Nodule Synthesis in CT Images

Jie Yang, Siqi Liu, Sasa Grbic, Arnaud Arindra Adiyoso Setio, Zhoubing Xu, Eli Gibson, Guillaume Chabin, Bogdan Georgescu, Andrew F. Laine, Dorin Comaniciu

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

1810.05401 2018-12-24 cs.CV 83%

A Gentle Introduction to Deep Learning in Medical Image Processing

Andreas Maier, Christopher Syben, Tobias Lasser, Christian Riess

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

Comments Accepted by Journal of Medical Physics; Final Version after review

1. 医学影像 22709 篇

Integrating AI into Radiology workflow: Levels of research, production, and feedback maturity

A Deep Information Sharing Network for Multi-contrast Compressed Sensing MRI Reconstruction

3D Dilated Multi-Fiber Network for Real-time Brain Tumor Segmentation in MRI

FusionNet: Incorporating Shape and Texture for Abnormality Detection in 3D Abdominal CT Scans

Pathology Segmentation using Distributional Differences to Images of Healthy Origin

Automated brain extraction of multi-sequence MRI using artificial neural networks

Fully Automatic Binary Glioma Grading based on Pre-Therapy MRI using 3D Convolutional Neural Networks

Deep MRI Reconstruction: Unrolled Optimization Algorithms Meet Neural Networks

ET-Net: A Generic Edge-aTtention Guidance Network for Medical Image Segmentation

Unsupervised Task Design to Meta-Train Medical Image Classifiers

Attentive CT Lesion Detection Using Deep Pyramid Inference with Multi-Scale Booster

Learning More with Less: GAN-based Medical Image Augmentation

A multi-path 2.5 dimensional convolutional neural network system for segmenting stroke lesions in brain MRI images

Group-Attention Single-Shot Detector (GA-SSD): Finding Pulmonary Nodules in Large-Scale CT Images

Acute and sub-acute stroke lesion segmentation from multimodal MRI

Brain Tumor Segmentation on MRI with Missing Modalities

An Adversarial Learning Approach to Medical Image Synthesis for Lesion Detection

Segmentation of the Prostatic Gland and the Intraprostatic Lesions on Multiparametic MRI Using Mask-RCNN

Interactive segmentation of medical images through fully convolutional neural networks

Exploit fully automatic low-level segmented PET data for training high-level deep learning algorithms for the corresponding CT data

The Method of Multimodal MRI Brain Image Segmentation Based on Differential Geometric Features

SEGAN: Structure-Enhanced Generative Adversarial Network for Compressed Sensing MRI Reconstruction

Lung CT Imaging Sign Classification through Deep Learning on Small Data

Aleatoric uncertainty estimation with test-time augmentation for medical image segmentation with convolutional neural networks

Decompose to manipulate: Manipulable Object Synthesis in 3D Medical Images with Structured Image Decomposition

Model Agnostic Saliency for Weakly Supervised Lesion Detection from Breast DCE-MRI

Training Medical Image Analysis Systems like Radiologists

LGAN: Lung Segmentation in CT Scans Using Generative Adversarial Network

Class-Aware Adversarial Lung Nodule Synthesis in CT Images

A Gentle Introduction to Deep Learning in Medical Image Processing