医学 AI - arXivDaily 专题

2112.13110 2021-12-28 eess.SP cs.CV 84%

Ultrasound Speckle Suppression and Denoising using MRI-derived Normalizing Flow Priors

Vincent van de Schaft, Ruud J. G. van Sloun

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

Comments 10 pages, 8 figures

2107.07985 2021-12-08 eess.IV cs.CV 84%

Unpaired cross-modality educed distillation (CMEDL) for medical image segmentation

Jue Jiang, Andreas Rimner, Joseph O. Deasy, Harini Veeraraghavan

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

Comments This manuscript is has been accepted by IEEE Transactions on Medical Imaging

2111.12983 2021-11-29 cs.CV eess.IV 84%

Investigation of domain gap problem in several deep-learning-based CT metal artefact reduction methods

Muge Du, Kaichao Liang, Yinong Liu, Yuxiang Xing

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

2111.10790 2021-11-29 eess.IV cs.CV 84%

DuDoTrans: Dual-Domain Transformer Provides More Attention for Sinogram Restoration in Sparse-View CT Reconstruction

Ce Wang, Kun Shang, Haimiao Zhang, Qian Li, Yuan Hui, S. Kevin Zhou

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

2111.11602 2021-11-24 eess.IV cs.CV 84%

Unsupervised COVID-19 Lesion Segmentation in CT Using Cycle Consistent Generative Adversarial Network

Chengyijue Fang, Yingao Liu, Mengqiu Liu, Xiaohui Qiu, Ying Liu, Yang Li, Jie Wen, Yidong Yang

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

Comments It has been submitted to Medical Physics for peer-review on July 26, 2021

2111.10773 2021-11-23 eess.IV cs.CV 84%

One-shot Weakly-Supervised Segmentation in Medical Images

Wenhui Lei, Qi Su, Ran Gu, Na Wang, Xinglong Liu, Guotai Wang, Xiaofan Zhang, Shaoting Zhang

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

2111.10618 2021-11-23 eess.IV cs.CV 84%

PAANet: Progressive Alternating Attention for Automatic Medical Image Segmentation

Abhishek Srivastava, Sukalpa Chanda, Debesh Jha, Michael A. Riegler, Pål Halvorsen, Dag Johansen, Umapada Pal

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

2102.01719 2021-11-23 physics.med-ph cs.LG eess.IV physics.bio-ph 84%

Initial condition assessment for reaction-diffusion glioma growth models: A translational MRI/histology (in)validation study

Corentin Martens, Laetitia Lebrun, Christine Decaestecker, Thomas Vandamme, Yves-Rémi Van Eycke, Antonin Rovai, Thierry Metens, Olivier Debeir, Serge Goldman, Isabelle Salmon, Gaetan Van Simaeys

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

2111.09847 2021-11-19 cs.CV cs.LG 84%

Edge-preserving Domain Adaptation for semantic segmentation of Medical Images

Thong Vo, Naimul Khan

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

Comments 5 pages, 2 figures

2111.09262 2021-11-18 eess.IV cs.CV 84%

Segmentation of Lung Tumor from CT Images using Deep Supervision

Farhanaz Farheen, Md. Salman Shamil, Nabil Ibtehaz, M. Sohel Rahman

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

2109.08044 2021-11-10 eess.IV cs.CV 84%

Eformer: Edge Enhancement based Transformer for Medical Image Denoising

Achleshwar Luthra, Harsh Sulakhe, Tanish Mittal, Abhishek Iyer, Santosh Yadav

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

Comments Accepted in ICCVW'2021

2110.15823 2021-11-01 eess.IV cs.CV 84%

C-MADA: Unsupervised Cross-Modality Adversarial Domain Adaptation framework for medical Image Segmentation

Maria Baldeon-Calisto, Susana K. Lai-Yuen

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

Comments 5 pages, 1 figure

2110.12889 2021-10-26 eess.IV cs.CV 84%

Anatomical and Diagnostic Bayesian Segmentation in Prostate MRI $-$Should Different Clinical Objectives Mandate Different Loss Functions?

Anindo Saha, Joeran Bosma, Jasper Linmans, Matin Hosseinzadeh, Henkjan Huisman

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

Comments Accepted to Medical Imaging Meets NeurIPS Workshop of the 35th Conference on Neural Information Processing Systems (NeurIPS 2021)

2110.08817 2021-10-19 eess.IV cs.CV 84%

A deep learning pipeline for localization, differentiation, and uncertainty estimation of liver lesions using multi-phasic and multi-sequence MRI

Peng Wang, Yuhsuan Wu, Bolin Lai, Xiao-Yun Zhou, Le Lu, Wendi Liu, Huabang Zhou, Lingyun Huang, Jing Xiao, Adam P. Harrison, Ningyang Jia, Heping Hu

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

Comments 18 pages, 6 figures

2110.08407 2021-10-19 eess.IV cs.CV 84%

Bridging the gap between paired and unpaired medical image translation

Pauliina Paavilainen, Saad Ullah Akram, Juho Kannala

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

Comments Deep Generative Models for MICCAI (DGM4MICCAI) workshop 2021

2109.14818 2021-10-01 eess.IV cs.CV 84%

Spark in the Dark: Evaluating Encoder-Decoder Pairs for COVID-19 CT's Semantic Segmentation

Bruno A. Krinski, Daniel V. Ruiz, Eduardo Todt

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

Comments Paper accepted in the 18th IEEE Latin American Robotics Symposium - LARS 2021

2109.14249 2021-09-30 eess.IV cs.CV 84%

Multipath CNN with alpha matte inference for knee tissue segmentation from MRI

Sheheryar Khan, Basim Azam, Yongcheng Yao, Weitian Chen

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

2109.14116 2021-09-30 eess.IV cs.CV cs.NA math.NA 84%

Comparison of atlas-based and neural-network-based semantic segmentation for DENSE MRI images

Elle Buser, Emma Hart, Ben Huenemann

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

Comments 23 pages, 14 figures

2109.08852 2021-09-21 eess.IV cs.CV 84%

Domain Composition and Attention for Unseen-Domain Generalizable Medical Image Segmentation

Ran Gu, Jingyang Zhang, Rui Huang, Wenhui Lei, Guotai Wang, Shaoting Zhang

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

Comments Accepted by MICCAI 2021

2003.07678 2021-09-17 cs.CY cs.LG cs.SE eess.IV 84%

An Overview and Case Study of the Clinical AI Model Development Life Cycle for Healthcare Systems

Charles Lu, Julia Strout, Romane Gauriau, Brad Wright, Fabiola Bezerra De Carvalho Marcruz, Varun Buch, Katherine Andriole

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

Comments Accepted for oral presentation at ICLR 2020, AI for Affordable Healthcare workshop

2109.07045 2021-09-16 eess.IV cs.AI cs.CV 84%

Uncertainty Quantification in Medical Image Segmentation with Multi-decoder U-Net

Yanwu Yang, Xutao Guo, Yiwei Pan, Pengcheng Shi, Haiyan Lv, Ting Ma

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

Comments MICCAI_QUBIQ challenge, conference, Uncertainty qualification

2101.06963 2021-09-16 eess.IV cs.CV 84%

Uncertainty-Aware Body Composition Analysis with Deep Regression Ensembles on UK Biobank MRI

Taro Langner, Fredrik K. Gustafsson, Benny Avelin, Robin Strand, Håkan Ahlström, Joel Kullberg

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

2108.09987 2021-08-24 eess.IV cs.CV 84%

Efficient Medical Image Segmentation Based on Knowledge Distillation

Dian Qin, Jiajun Bu, Zhe Liu, Xin Shen, Sheng Zhou, Jingjun Gu, Zhijua Wang, Lei Wu, Huifen Dai

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

Comments Accepted by IEEE TMI, Code Avalivable

2108.02016 2021-08-05 eess.IV cs.CV 84%

OncoNet: Weakly Supervised Siamese Network to automate cancer treatment response assessment between longitudinal FDG PET/CT examinations

Anirudh Joshi, Sabri Eyuboglu, Shih-Cheng Huang, Jared Dunnmon, Arjun Soin, Guido Davidzon, Akshay Chaudhari, Matthew P Lungren

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

2107.12046 2021-07-27 cs.AI cs.CV cs.LG 84%

3D AGSE-VNet: An Automatic Brain Tumor MRI Data Segmentation Framework

Xi Guan, Guang Yang, Jianming Ye, Weiji Yang, Xiaomei Xu, Weiwei Jiang, Xiaobo Lai

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

Comments 34 pages, 12 figure, Accepted by BMC Medical Imaging

2107.11119 2021-07-26 eess.IV cs.CV 84%

Cardiac CT segmentation based on distance regularized level set

Xinyang Wu

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

2107.09842 2021-07-22 eess.IV cs.CV 84%

Modality-aware Mutual Learning for Multi-modal Medical Image Segmentation

Yao Zhang, Jiawei Yang, Jiang Tian, Zhongchao Shi, Cheng Zhong, Yang Zhang, Zhiqiang He

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

2005.13201 2021-07-21 eess.IV cs.CV 84%

Co-Heterogeneous and Adaptive Segmentation from Multi-Source and Multi-Phase CT Imaging Data: A Study on Pathological Liver and Lesion Segmentation

Ashwin Raju, Chi-Tung Cheng, Yunakai Huo, Jinzheng Cai, Junzhou Huang, Jing Xiao, Le Lu, ChienHuang Liao, Adam P Harrison

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

Comments 23 pages, 8 figures

2006.12434 2021-07-20 eess.IV cs.CV 84%

Cardiac Segmentation on Late Gadolinium Enhancement MRI: A Benchmark Study from Multi-Sequence Cardiac MR Segmentation Challenge

Xiahai Zhuang, Jiahang Xu, Xinzhe Luo, Chen Chen, Cheng Ouyang, Daniel Rueckert, Victor M. Campello, Karim Lekadir, Sulaiman Vesal, Nishant RaviKumar, Yashu Liu, Gongning Luo, Jingkun Chen, Hongwei Li, Buntheng Ly, Maxime Sermesant, Holger Roth, Wentao Zhu, Jiexiang Wang, Xinghao Ding, Xinyue Wang, Sen Yang, Lei Li

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

Comments 14 pages

2107.05471 2021-07-13 eess.IV cs.CV 84%

The Power of Proxy Data and Proxy Networks for Hyper-Parameter Optimization in Medical Image Segmentation

Vishwesh Nath, Dong Yang, Ali Hatamizadeh, Anas A. Abidin, Andriy Myronenko, Holger Roth, Daguang Xu

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

1. 医学影像 22719 篇

Ultrasound Speckle Suppression and Denoising using MRI-derived Normalizing Flow Priors

Unpaired cross-modality educed distillation (CMEDL) for medical image segmentation

Investigation of domain gap problem in several deep-learning-based CT metal artefact reduction methods

DuDoTrans: Dual-Domain Transformer Provides More Attention for Sinogram Restoration in Sparse-View CT Reconstruction

Unsupervised COVID-19 Lesion Segmentation in CT Using Cycle Consistent Generative Adversarial Network

One-shot Weakly-Supervised Segmentation in Medical Images

PAANet: Progressive Alternating Attention for Automatic Medical Image Segmentation

Initial condition assessment for reaction-diffusion glioma growth models: A translational MRI/histology (in)validation study

Edge-preserving Domain Adaptation for semantic segmentation of Medical Images

Segmentation of Lung Tumor from CT Images using Deep Supervision

Eformer: Edge Enhancement based Transformer for Medical Image Denoising

C-MADA: Unsupervised Cross-Modality Adversarial Domain Adaptation framework for medical Image Segmentation

Anatomical and Diagnostic Bayesian Segmentation in Prostate MRI $-$Should Different Clinical Objectives Mandate Different Loss Functions?

A deep learning pipeline for localization, differentiation, and uncertainty estimation of liver lesions using multi-phasic and multi-sequence MRI

Bridging the gap between paired and unpaired medical image translation

Spark in the Dark: Evaluating Encoder-Decoder Pairs for COVID-19 CT's Semantic Segmentation

Multipath CNN with alpha matte inference for knee tissue segmentation from MRI

Comparison of atlas-based and neural-network-based semantic segmentation for DENSE MRI images

Domain Composition and Attention for Unseen-Domain Generalizable Medical Image Segmentation

An Overview and Case Study of the Clinical AI Model Development Life Cycle for Healthcare Systems

Uncertainty Quantification in Medical Image Segmentation with Multi-decoder U-Net

Uncertainty-Aware Body Composition Analysis with Deep Regression Ensembles on UK Biobank MRI

Efficient Medical Image Segmentation Based on Knowledge Distillation

OncoNet: Weakly Supervised Siamese Network to automate cancer treatment response assessment between longitudinal FDG PET/CT examinations

3D AGSE-VNet: An Automatic Brain Tumor MRI Data Segmentation Framework

Cardiac CT segmentation based on distance regularized level set

Modality-aware Mutual Learning for Multi-modal Medical Image Segmentation

Co-Heterogeneous and Adaptive Segmentation from Multi-Source and Multi-Phase CT Imaging Data: A Study on Pathological Liver and Lesion Segmentation

Cardiac Segmentation on Late Gadolinium Enhancement MRI: A Benchmark Study from Multi-Sequence Cardiac MR Segmentation Challenge

The Power of Proxy Data and Proxy Networks for Hyper-Parameter Optimization in Medical Image Segmentation