医学 AI - arXivDaily 专题

2203.10786 2022-08-18 eess.IV cs.AI cs.CV cs.LG 82%

Classifications of Skull Fractures using CT Scan Images via CNN with Lazy Learning Approach

Md Moniruzzaman Emon, Tareque Rahman Ornob, Moqsadur Rahman

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

Journal ref Journal of Computer Science, Volume 18 No. 3, 2022, 116-129

2201.10776 2022-08-18 eess.IV cs.CV cs.LG 82%

DSFormer: A Dual-domain Self-supervised Transformer for Accelerated Multi-contrast MRI Reconstruction

Bo Zhou, Neel Dey, Jo Schlemper, Seyed Sadegh Mohseni Salehi, Chi Liu, James S. Duncan, Michal Sofka

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

Comments Accepted at WACV 2023

2208.00032 2022-08-09 eess.IV cs.CV cs.LG 82%

A review of Deep learning Techniques for COVID-19 identification on Chest CT images

Briskline Kiruba S, Petchiammal A, D. Murugan

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

Comments Uploaded a different draft by mistake

2208.02895 2022-08-08 eess.IV cs.CV cs.LG 82%

Automatic Segmentation of the Placenta in BOLD MRI Time Series

S. Mazdak Abulnaga, Sean I. Young, Katherine Hobgood, Eileen Pan, Clinton J. Wang, P. Ellen Grant, Esra Abaci Turk, Polina Golland

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

Comments Accepted at MICCAI PIPPI 2022

2208.00713 2022-08-02 eess.IV cs.CV cs.LG 82%

TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation

Reza Azad, Moein Heidari, Moein Shariatnia, Ehsan Khodapanah Aghdam, Sanaz Karimijafarbigloo, Ehsan Adeli, Dorit Merhof

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

2206.01369 2022-08-02 cs.CV cs.AI cs.LG eess.IV 82%

Incremental Learning Meets Transfer Learning: Application to Multi-site Prostate MRI Segmentation

Chenyu You, Jinlin Xiang, Kun Su, Xiaoran Zhang, Siyuan Dong, John Onofrey, Lawrence Staib, James S. Duncan

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

2109.09241 2022-08-01 eess.IV cs.CV cs.LG 82%

Robust Framework for COVID-19 Identification from a Multicenter Dataset of Chest CT Scans

Sadaf Khademi, Shahin Heidarian, Parnian Afshar, Nastaran Enshaei, Farnoosh Naderkhani, Moezedin Javad Rafiee, Anastasia Oikonomou, Akbar Shafiee, Faranak Babaki Fard, Konstantinos N. Plataniotis, Arash Mohammadi

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

2207.03555 2022-07-11 cs.HC cs.CR cs.DC 82%

Blockchain-based Medical Image Sharing and Automated Critical-results Notification: A Novel Framework

Jiyoun Randolph, Md Jobair Hossain Faruk, Hossain Shahriar, Maria Valero, Liang Zhao, Nazmus Sakib, Bilash Saha

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

2207.01579 2022-07-11 eess.IV cs.CV cs.LG 82%

Spatiotemporal Feature Learning Based on Two-Step LSTM and Transformer for CT Scans

Chih-Chung Hsu, Chi-Han Tsai, Guan-Lin Chen, Sin-Di Ma, Shen-Chieh Tai

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

Comments draft

2207.02469 2022-07-07 eess.IV cs.CV cs.LG 82%

Multi-Contrast MRI Segmentation Trained on Synthetic Images

Ismail Irmakci, Zeki Emre Unel, Nazli Ikizler-Cinbis, Ulas Bagci

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

Comments IEEE EMBC 2022 conference (oral) paper

2207.00156 2022-07-04 eess.IV cs.CV cs.LG 82%

Usable Region Estimate for Assessing Practical Usability of Medical Image Segmentation Models

Yizhe Zhang, Suraj Mishra, Peixian Liang, Hao Zheng, Danny Z. Chen

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

Comments Accepted by MICCAI2022

2206.15431 2022-07-01 eess.IV cs.CV cs.LG 82%

Ensemble CNN models for Covid-19 Recognition and Severity Perdition From 3D CT-scan

Fares Bougourzi, Cosimo Distante, Fadi Dornaika, Abdelmalik Taleb-Ahmed

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

2204.03804 2022-06-30 eess.IV cs.CV cs.LG math.OC 82%

A Learnable Variational Model for Joint Multimodal MRI Reconstruction and Synthesis

Wanyu Bian, Qingchao Zhang, Xiaojing Ye, Yunmei Chen

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

Comments Provisional Accepted by MICCAI2022

2206.13295 2022-06-28 eess.IV cs.CV cs.LG 82%

Diffusion Deformable Model for 4D Temporal Medical Image Generation

Boah Kim, Jong Chul Ye

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

Comments Accepted for MICCAI 2022

2107.12889 2022-06-27 eess.IV cs.CV cs.LG 82%

Improved-Mask R-CNN: Towards an Accurate Generic MSK MRI instance segmentation platform (Data from the Osteoarthritis Initiative)

Banafshe Felfeliyan, Abhilash Hareendranathan, Gregor Kuntze, Jacob L. Jaremko, Janet L. Ronsky

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

2206.01736 2022-06-23 eess.IV cs.AI cs.CV cs.LG 82%

Adaptive Adversarial Training to Improve Adversarial Robustness of DNNs for Medical Image Segmentation and Detection

Linhai Ma, Liang Liang

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

Comments 17 pages

2111.15498 2022-06-22 eess.IV cs.CV cs.LG physics.med-ph 82%

Assessment of Data Consistency through Cascades of Independently Recurrent Inference Machines for fast and robust accelerated MRI reconstruction

D. Karkalousos, S. Noteboom, H. E. Hulst, F. M. Vos, M. W. A. Caan

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

2206.10543 2022-06-22 eess.IV cs.CV cs.LG 82%

Faster Diffusion Cardiac MRI with Deep Learning-based breath hold reduction

Michael Tanzer, Pedro Ferreira, Andrew Scott, Zohya Khalique, Maria Dwornik, Dudley Pennell, Guang Yang, Daniel Rueckert, Sonia Nielles-Vallespin

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

Comments 15 pages, 1 figures, 2 tables. To be published in MIUA22

2206.06788 2022-06-15 eess.IV cs.LG eess.SP physics.med-ph 82%

Physics-driven Deep Learning for PET/MRI

Abhejit Rajagopal, Andrew P. Leynes, Nicholas Dwork, Jessica E. Scholey, Thomas A. Hope, Peder E. Z. Larson

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

Comments under review

2206.06308 2022-06-15 cs.CL cs.AI 82%

Knowledge Graph Construction and Its Application in Automatic Radiology Report Generation from Radiologist's Dictation

Kaveri Kale, Pushpak Bhattacharyya, Aditya Shetty, Milind Gune, Kush Shrivastava, Rustom Lawyer, Spriha Biswas

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

2206.04682 2022-06-14 eess.IV cs.CV cs.LG 82%

RT-DNAS: Real-time Constrained Differentiable Neural Architecture Search for 3D Cardiac Cine MRI Segmentation

Qing Lu, Xiaowei Xu, Shunjie Dong, Cong Hao, Lei Yang, Cheng Zhuo, Yiyu Shi

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

2007.14728 2022-06-13 eess.IV cs.CV cs.LG 82%

Multimodal Spatial Attention Module for Targeting Multimodal PET-CT Lung Tumor Segmentation

Xiaohang Fu, Lei Bi, Ashnil Kumar, Michael Fulham, Jinman Kim

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

2203.01825 2022-06-10 cs.LG cs.CV eess.IV 82%

What Makes Transfer Learning Work For Medical Images: Feature Reuse & Other Factors

Christos Matsoukas, Johan Fredin Haslum, Moein Sorkhei, Magnus Söderberg, Kevin Smith

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

Comments Originally published at CVPR 2022

2205.02152 2022-05-23 eess.IV cs.CV cs.LG 82%

Evaluating Transferability for Covid 3D Localization Using CT SARS-CoV-2 segmentation models

Constantine Maganaris, Eftychios Protopapadakis, Nikolaos Bakalos, Nikolaos Doulamis, Dimitris Kalogeras, Aikaterini Angeli

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

2111.09212 2022-05-20 eess.IV cs.CV cs.LG physics.med-ph 82%

Single-pass Object-adaptive Data Undersampling and Reconstruction for MRI

Zhishen Huang, Saiprasad Ravishankar

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

Journal ref in IEEE Transactions on Computational Imaging, vol. 8, pp. 333-345, 2022

2205.02849 2022-05-11 eess.IV cs.CV cs.LG 82%

AdaTriplet: Adaptive Gradient Triplet Loss with Automatic Margin Learning for Forensic Medical Image Matching

Khanh Nguyen, Huy Hoang Nguyen, Aleksei Tiulpin

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

Comments 15 pages, 6 figures, accepted as a conference paper at MICCAI 2022

2205.00629 2022-05-05 cs.HC cs.AI 82%

Re-defining Radiology Quality Assurance (QA) -- Artificial Intelligence (AI)-Based QA by Restricted Investigation of Unequal Scores (AQUARIUS)

Axel Wismueller, Larry Stockmaster, Ali Vosoughi

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

Comments 9 pages, conference

2107.00471 2022-05-04 eess.IV cs.CV cs.LG 82%

SinGAN-Seg: Synthetic training data generation for medical image segmentation

Vajira Thambawita, Pegah Salehi, Sajad Amouei Sheshkal, Steven A. Hicks, Hugo L. Hammer, Sravanthi Parasa, Thomas de Lange, Pål Halvorsen, Michael A. Riegler

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

2204.13258 2022-04-29 cs.CL 82%

Cross-modal Memory Networks for Radiology Report Generation

Zhihong Chen, Yaling Shen, Yan Song, Xiang Wan

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

Comments Natural Language Processing. 11 pages, 6 figures. ACL-IJCNLP 2021

2010.16056 2022-04-29 cs.CL 82%

Generating Radiology Reports via Memory-driven Transformer

Zhihong Chen, Yan Song, Tsung-Hui Chang, Xiang Wan

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

Comments Natural Language Processing. 11 pages, 6 figures. EMNLP-2020

1. 医学影像 22681 篇

Classifications of Skull Fractures using CT Scan Images via CNN with Lazy Learning Approach

DSFormer: A Dual-domain Self-supervised Transformer for Accelerated Multi-contrast MRI Reconstruction

A review of Deep learning Techniques for COVID-19 identification on Chest CT images

Automatic Segmentation of the Placenta in BOLD MRI Time Series

TransDeepLab: Convolution-Free Transformer-based DeepLab v3+ for Medical Image Segmentation

Incremental Learning Meets Transfer Learning: Application to Multi-site Prostate MRI Segmentation

Robust Framework for COVID-19 Identification from a Multicenter Dataset of Chest CT Scans

Blockchain-based Medical Image Sharing and Automated Critical-results Notification: A Novel Framework

Spatiotemporal Feature Learning Based on Two-Step LSTM and Transformer for CT Scans

Multi-Contrast MRI Segmentation Trained on Synthetic Images

Usable Region Estimate for Assessing Practical Usability of Medical Image Segmentation Models

Ensemble CNN models for Covid-19 Recognition and Severity Perdition From 3D CT-scan

A Learnable Variational Model for Joint Multimodal MRI Reconstruction and Synthesis

Diffusion Deformable Model for 4D Temporal Medical Image Generation

Improved-Mask R-CNN: Towards an Accurate Generic MSK MRI instance segmentation platform (Data from the Osteoarthritis Initiative)

Adaptive Adversarial Training to Improve Adversarial Robustness of DNNs for Medical Image Segmentation and Detection

Assessment of Data Consistency through Cascades of Independently Recurrent Inference Machines for fast and robust accelerated MRI reconstruction

Faster Diffusion Cardiac MRI with Deep Learning-based breath hold reduction

Physics-driven Deep Learning for PET/MRI

Knowledge Graph Construction and Its Application in Automatic Radiology Report Generation from Radiologist's Dictation

RT-DNAS: Real-time Constrained Differentiable Neural Architecture Search for 3D Cardiac Cine MRI Segmentation

Multimodal Spatial Attention Module for Targeting Multimodal PET-CT Lung Tumor Segmentation

What Makes Transfer Learning Work For Medical Images: Feature Reuse & Other Factors

Evaluating Transferability for Covid 3D Localization Using CT SARS-CoV-2 segmentation models

Single-pass Object-adaptive Data Undersampling and Reconstruction for MRI

AdaTriplet: Adaptive Gradient Triplet Loss with Automatic Margin Learning for Forensic Medical Image Matching

Re-defining Radiology Quality Assurance (QA) -- Artificial Intelligence (AI)-Based QA by Restricted Investigation of Unequal Scores (AQUARIUS)

SinGAN-Seg: Synthetic training data generation for medical image segmentation

Cross-modal Memory Networks for Radiology Report Generation

Generating Radiology Reports via Memory-driven Transformer