医学 AI - arXivDaily 专题

2111.14791 2022-03-29 cs.CV cs.AI cs.LG 84%

Self-Supervised Pre-Training of Swin Transformers for 3D Medical Image Analysis

Yucheng Tang, Dong Yang, Wenqi Li, Holger Roth, Bennett Landman, Daguang Xu, Vishwesh Nath, Ali Hatamizadeh

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

Comments CVPR'22 Accepted Paper

2012.07079 2022-03-29 eess.IV cs.CV 84%

CHS-Net: A Deep learning approach for hierarchical segmentation of COVID-19 infected CT images

Narinder Singh Punn, Sonali Agarwal

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

Journal ref Neural Processing Letters 2022

2108.06227 2022-03-22 cs.CV cs.AI cs.LG 84%

SimCVD: Simple Contrastive Voxel-Wise Representation Distillation for Semi-Supervised Medical Image Segmentation

Chenyu You, Yuan Zhou, Ruihan Zhao, Lawrence Staib, James S. Duncan

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

Comments IEEE Transactions on Medical Imaging (IEEE-TMI) 2022

2110.11684 2022-03-15 eess.IV cs.CV 84%

Multimodal-Boost: Multimodal Medical Image Super-Resolution using Multi-Attention Network with Wavelet Transform

Fayaz Ali Dharejo, Muhammad Zawish, Farah Deeba Yuanchun Zhou, Kapal Dev, Sunder Ali Khowaja, Nawab Muhammad Faseeh Qureshi

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

Comments 14 pages, 13 Figures, and 3 Tables. Submitted to IEEE/ACM TCBB

2203.06060 2022-03-14 eess.IV cs.CV 84%

ROOD-MRI: Benchmarking the robustness of deep learning segmentation models to out-of-distribution and corrupted data in MRI

Lyndon Boone, Mahdi Biparva, Parisa Mojiri Forooshani, Joel Ramirez, Mario Masellis, Robert Bartha, Sean Symons, Stephen Strother, Sandra E. Black, Chris Heyn, Anne L. Martel, Richard H. Swartz, Maged Goubran

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

Comments 30 pages, 13 figures. For associated GitHub repository, see https://github.com/AICONSlab/roodmri

2203.03623 2022-03-09 eess.IV cs.CV 84%

Measurement-conditioned Denoising Diffusion Probabilistic Model for Under-sampled Medical Image Reconstruction

Yutong Xie, Quanzheng Li

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

1903.09097 2022-03-03 eess.IV cs.AI cs.LG 84%

Dilated deeply supervised networks for hippocampus segmentation in MRI

Lukas Folle, Sulaiman Vesal, Nishant Ravikumar, Andreas Maier

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

Comments BVM 2019 conference paper

2202.10396 2022-02-22 eess.IV cs.CV 84%

MIST GAN: Modality Imputation Using Style Transfer for MRI

Jaya Chandra Raju, Kompella Subha Gayatri, Keerthi Ram, Rajeswaran Rangasami, Rajoo Ramachandran, Mohansankar Sivaprakasam

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

2202.09609 2022-02-22 eess.IV cs.CV 84%

A Lightweight Dual-Domain Attention Framework for Sparse-View CT Reconstruction

Chang Sun, Ken Deng, Yitong Liu, Hongwen Yang

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

2201.04138 2022-02-18 eess.IV cs.CV 84%

Overview of the HECKTOR Challenge at MICCAI 2021: Automatic Head and Neck Tumor Segmentation and Outcome Prediction in PET/CT Images

Vincent Andrearczyk, Valentin Oreiller, Sarah Boughdad, Catherine Chez Le Rest, Hesham Elhalawani, Mario Jreige, John O. Prior, Martin Vallières, Dimitris Visvikis, Mathieu Hatt, Adrien Depeursinge

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

2202.00677 2022-02-04 eess.IV cs.AI cs.CV 84%

An Embarrassingly Simple Consistency Regularization Method for Semi-Supervised Medical Image Segmentation

Hritam Basak, Rajarshi Bhattacharya, Rukhshanda Hussain, Agniv Chatterjee

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

Comments Accepted at ISBI 2022

2201.09163 2022-01-25 eess.IV cs.CV 84%

Pulmonary Fissure Segmentation in CT Images Based on ODoS Filter and Shape Features

Yuanyuan Peng, Pengpeng Luan, Hongbin Tu, Xiong Li, Ping Zhou

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

2201.02629 2022-01-11 eess.IV cs.AI cs.CV 84%

United adversarial learning for liver tumor segmentation and detection of multi-modality non-contrast MRI

Jianfeng Zhao, Dengwang Li, Shuo Li

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

2010.10563 2022-01-11 cs.CV cs.AI cs.CL cs.LG 84%

A Survey on Deep Learning and Explainability for Automatic Report Generation from Medical Images

Pablo Messina, Pablo Pino, Denis Parra, Alvaro Soto, Cecilia Besa, Sergio Uribe, Marcelo andía, Cristian Tejos, Claudia Prieto, Daniel Capurro

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

Comments Accepted for publication in ACM CSUR

2007.15546 2022-01-11 eess.IV cs.CV 84%

Comparative study of deep learning methods for the automatic segmentation of lung, lesion and lesion type in CT scans of COVID-19 patients

Sofie Tilborghs, Ine Dirks, Lucas Fidon, Siri Willems, Tom Eelbode, Jeroen Bertels, Bart Ilsen, Arne Brys, Adriana Dubbeldam, Nico Buls, Panagiotis Gonidakis, Sebastián Amador Sánchez, Annemiek Snoeckx, Paul M. Parizel, Johan de Mey, Dirk Vandermeulen, Tom Vercauteren, David Robben, Dirk Smeets, Frederik Maes, Jef Vandemeulebroucke, Paul Suetens

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

Comments Updated acknowledgments

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

1. 医学影像 22633 篇

Self-Supervised Pre-Training of Swin Transformers for 3D Medical Image Analysis

CHS-Net: A Deep learning approach for hierarchical segmentation of COVID-19 infected CT images

SimCVD: Simple Contrastive Voxel-Wise Representation Distillation for Semi-Supervised Medical Image Segmentation

Multimodal-Boost: Multimodal Medical Image Super-Resolution using Multi-Attention Network with Wavelet Transform

ROOD-MRI: Benchmarking the robustness of deep learning segmentation models to out-of-distribution and corrupted data in MRI

Measurement-conditioned Denoising Diffusion Probabilistic Model for Under-sampled Medical Image Reconstruction

Dilated deeply supervised networks for hippocampus segmentation in MRI

MIST GAN: Modality Imputation Using Style Transfer for MRI

A Lightweight Dual-Domain Attention Framework for Sparse-View CT Reconstruction

Overview of the HECKTOR Challenge at MICCAI 2021: Automatic Head and Neck Tumor Segmentation and Outcome Prediction in PET/CT Images

An Embarrassingly Simple Consistency Regularization Method for Semi-Supervised Medical Image Segmentation

Pulmonary Fissure Segmentation in CT Images Based on ODoS Filter and Shape Features

United adversarial learning for liver tumor segmentation and detection of multi-modality non-contrast MRI

A Survey on Deep Learning and Explainability for Automatic Report Generation from Medical Images

Comparative study of deep learning methods for the automatic segmentation of lung, lesion and lesion type in CT scans of COVID-19 patients

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