医学 AI - arXivDaily 专题

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

2204.12904 2022-04-28 eess.IV cs.CV cs.LG 82%

Epicardial Adipose Tissue Segmentation from CT Images with A Semi-3D Neural Network

Marin Benčević, Marija Habijan, Irena Galić

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

Journal ref 2021 International Symposium ELMAR, 2021, pp. 87-90

2112.12021 2022-04-27 eess.IV cs.CV cs.LG 82%

Community Detection in Medical Image Datasets: Using Wavelets and Spectral Methods

Roozbeh Yousefzadeh

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

2112.10775 2022-04-26 eess.IV cs.AI cs.CV cs.LG 82%

HarmoFL: Harmonizing Local and Global Drifts in Federated Learning on Heterogeneous Medical Images

Meirui Jiang, Zirui Wang, Qi Dou

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

Comments Accepted at AAAI 2022

2204.10436 2022-04-25 eess.IV cs.CV cs.LG 82%

Scale-Equivariant Unrolled Neural Networks for Data-Efficient Accelerated MRI Reconstruction

Beliz Gunel, Arda Sahiner, Arjun D. Desai, Akshay S. Chaudhari, Shreyas Vasanawala, Mert Pilanci, John Pauly

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

2204.08462 2022-04-20 eess.IV cs.CV cs.LG 82%

CapillaryX: A Software Design Pattern for Analyzing Medical Images in Real-time using Deep Learning

Maged Abdalla Helmy Abdou, Paulo Ferreira, Eric Jul, Tuyen Trung Truong

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

2201.03230 2022-04-12 eess.IV cs.AI cs.CV cs.LG 82%

Swin Transformer for Fast MRI

Jiahao Huang, Yingying Fang, Yinzhe Wu, Huanjun Wu, Zhifan Gao, Yang Li, Javier Del Ser, Jun Xia, Guang Yang

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

Comments 55 pages, 19 figures, submitted to Neurocomputing journal

2110.00918 2022-04-06 cs.LG cs.CV eess.IV 82%

Does deep learning model calibration improve performance in class-imbalanced medical image classification?

Sivaramakrishnan Rajaraman, Prasanth Ganesan, Sameer Antani

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

Comments 34 pages, 21 figures, and 10 tables

2204.01729 2022-04-06 eess.IV cs.CV cs.LG 82%

Analyzing the Effects of Handling Data Imbalance on Learned Features from Medical Images by Looking Into the Models

Ashkan Khakzar, Yawei Li, Yang Zhang, Mirac Sanisoglu, Seong Tae Kim, Mina Rezaei, Bernd Bischl, Nassir Navab

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

2204.00622 2022-04-05 eess.IV cs.AI cs.CV cs.LG 82%

Universal Lymph Node Detection in T2 MRI using Neural Networks

Tejas Sudharshan Mathai, Sungwon Lee, Thomas C. Shen, Zhiyong Lu, Ronald M. Summers

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

Comments Accepted at CARS 2022 (CAR track)

2201.09400 2022-04-05 eess.IV cs.CV cs.LG 82%

Fast MRI Reconstruction: How Powerful Transformers Are?

Jiahao Huang, Yinzhe Wu, Huanjun Wu, Guang Yang

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

Comments 5 pages, 5 figures, EMBC 2022

2006.00356 2022-04-05 cs.CV cs.LG eess.IV 82%

Critical Assessment of Transfer Learning for Medical Image Segmentation with Fully Convolutional Neural Networks

Davood Karimi, Simon K. Warfield, Ali Gholipour

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

2203.15989 2022-03-31 physics.med-ph 82%

Top-level Design and Simulated Performance of the First Portable CT-MR scanner

Yuting Peng, Mengzhou Li, Jace Grandinetti, Ge Wang, Xun Jia

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

2110.06340 2022-03-29 eess.IV cs.CV cs.LG 82%

A novel framework based on deep learning and ANOVA feature selection method for diagnosis of COVID-19 cases from chest X-ray Images

Hamid Nasiri, Seyyed Ali Alavi

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

Journal ref Comput. Intell. Neurosci., vol. 2022, p. 4694567, 2022

2203.11391 2022-03-23 eess.IV cs.CV cs.LG 82%

Survival Analysis for Idiopathic Pulmonary Fibrosis using CT Images and Incomplete Clinical Data

Ahmed H. Shahin, Joseph Jacob, Daniel C. Alexander, David Barber

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

Comments Accepted as a full paper at the Medical Imaging with Deep Learning conference (MIDL 2022)

1. 医学影像 22645 篇

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

Epicardial Adipose Tissue Segmentation from CT Images with A Semi-3D Neural Network

Community Detection in Medical Image Datasets: Using Wavelets and Spectral Methods

HarmoFL: Harmonizing Local and Global Drifts in Federated Learning on Heterogeneous Medical Images

Scale-Equivariant Unrolled Neural Networks for Data-Efficient Accelerated MRI Reconstruction

CapillaryX: A Software Design Pattern for Analyzing Medical Images in Real-time using Deep Learning

Swin Transformer for Fast MRI

Does deep learning model calibration improve performance in class-imbalanced medical image classification?

Analyzing the Effects of Handling Data Imbalance on Learned Features from Medical Images by Looking Into the Models

Universal Lymph Node Detection in T2 MRI using Neural Networks

Fast MRI Reconstruction: How Powerful Transformers Are?

Critical Assessment of Transfer Learning for Medical Image Segmentation with Fully Convolutional Neural Networks

Top-level Design and Simulated Performance of the First Portable CT-MR scanner

A novel framework based on deep learning and ANOVA feature selection method for diagnosis of COVID-19 cases from chest X-ray Images

Survival Analysis for Idiopathic Pulmonary Fibrosis using CT Images and Incomplete Clinical Data