医学 AI - arXivDaily 专题

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)

2203.10773 2022-03-22 eess.IV cs.CV cs.LG 82%

Slice Imputation: Intermediate Slice Interpolation for Anisotropic 3D Medical Image Segmentation

Zhaotao Wu, Jia Wei, Jiabing Wang, Rui Li

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

2203.08194 2022-03-17 eess.IV cs.CV cs.LG 82%

UNet Architectures in Multiplanar Volumetric Segmentation -- Validated on Three Knee MRI Cohorts

Sandeep Singh Sengara, Christopher Meulengrachtb, Mikael Ploug Boesenb, Anders Føhrby Overgaardb, Henrik Gudbergsenb, Janus Damm Nybingb, Erik Bjørnager Dam

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

2203.05968 2022-03-14 eess.IV cs.CV cs.LG cs.NA math.NA math.OC physics.med-ph 82%

Multi-Channel Convolutional Analysis Operator Learning for Dual-Energy CT Reconstruction

Alessandro Perelli, Suxer Alfonso Garcia, Alexandre Bousse, Jean-Pierre Tasu, Nikolaos Efthimiadis, Dimitris Visvikis

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

Comments 23 pages, 11 figures, published in the Physics in Medicine & Biology journal

Journal ref Phys. Med. Biol., 67, 065001, 2022

2203.05956 2022-03-14 eess.IV cs.CV cs.LG 82%

Label-efficient Hybrid-supervised Learning for Medical Image Segmentation

Junwen Pan, Qi Bi, Yanzhan Yang, Pengfei Zhu, Cheng Bian

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

Comments Accepted to AAAI 2022

2202.09988 2022-03-11 eess.IV cs.CV cs.LG 82%

Outlier-based Autism Detection using Longitudinal Structural MRI

Devika K, Venkata Ramana Murthy Oruganti, Dwarikanath Mahapatra, Ramanathan Subramanian

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

2203.01921 2022-03-08 eess.IV cs.CV cs.LG 82%

NUQ: A Noise Metric for Diffusion MRI via Uncertainty Discrepancy Quantification

Shreyas Fadnavis, Jens Sjölund, Anders Eklund, Eleftherios Garyfallidis

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

2105.07059 2022-03-08 cs.CV cs.LG eess.IV 82%

Momentum Contrastive Voxel-wise Representation Learning for Semi-supervised Volumetric Medical Image Segmentation

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

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

2203.00108 2022-03-02 cs.CV cs.LG eess.IV 82%

MRI-GAN: A Generalized Approach to Detect DeepFakes using Perceptual Image Assessment

Pratikkumar Prajapati, Chris Pollett

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

Comments 9 pages, 11 figures, 2 tables

1912.00543 2022-02-23 eess.IV cs.CV cs.LG stat.ML 82%

Pyramid Convolutional RNN for MRI Image Reconstruction

Eric Z. Chen, Puyang Wang, Xiao Chen, Terrence Chen, Shanhui Sun

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

Comments Copyright©2022 IEEE. Personal use of this material is permitted. However, permission to use this material for any other purposes must be obtained from the IEEE by sending a request to pubs-permissions@ieee.org

2202.05273 2022-02-14 eess.IV cs.CV cs.LG 82%

Towards a Guideline for Evaluation Metrics in Medical Image Segmentation

Dominik Müller, Iñaki Soto-Rey, Frank Kramer

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

Comments Source Code: https://github.com/frankkramer-lab/miseval.analysis

2108.04175 2022-02-09 cs.CV cs.AI cs.LG eess.IV 82%

Distributionally Robust Segmentation of Abnormal Fetal Brain 3D MRI

Lucas Fidon, Michael Aertsen, Nada Mufti, Thomas Deprest, Doaa Emam, Frédéric Guffens, Ernst Schwartz, Michael Ebner, Daniela Prayer, Gregor Kasprian, Anna L. David, Andrew Melbourne, Sébastien Ourselin, Jan Deprest, Georg Langs, Tom Vercauteren

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

Comments Accepted at the MICCAI 2021 Perinatal, Preterm and Paediatric Image Analysis (PIPPI) workshop. arXiv admin note: substantial text overlap with arXiv:2001.02658

2111.03452 2022-01-28 eess.IV cs.CV cs.LG 82%

Generalized Radiograph Representation Learning via Cross-supervision between Images and Free-text Radiology Reports

Hong-Yu Zhou, Xiaoyu Chen, Yinghao Zhang, Ruibang Luo, Liansheng Wang, Yizhou Yu

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

Comments Accepted by Nature Machine Intelligence. The official version is at https://www.nature.com/articles/s42256-021-00425-9. Codes are available at https://github.com/funnyzhou/REFERS

2201.10294 2022-01-27 eess.IV cs.CV cs.LG 82%

S2MS: Self-Supervised Learning Driven Multi-Spectral CT Image Enhancement

Chaoyang Zhang, Shaojie Chang, Ti Bai, Xi Chen

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

2201.09972 2022-01-26 eess.IV cs.CV cs.LG 82%

COVID-19 Detection Using CT Image Based On YOLOv5 Network

Ruyi Qu, Yi Yang, Yuwei Wang

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

2110.08721 2022-01-26 eess.IV cs.CV cs.LG 82%

CAE-Transformer: Transformer-based Model to Predict Invasiveness of Lung Adenocarcinoma Subsolid Nodules from Non-thin Section 3D CT Scans

Shahin Heidarian, Parnian Afshar, Anastasia Oikonomou, Konstantinos N. Plataniotis, Arash Mohammadi

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

2201.09318 2022-01-25 cs.CV eess.IV eess.SP 82%

Sparse-view Cone Beam CT Reconstruction using Data-consistent Supervised and Adversarial Learning from Scarce Training Data

Anish Lahiri, Marc Klasky, Jeffrey A. Fessler, Saiprasad Ravishankar

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

1. 医学影像 22681 篇

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

Slice Imputation: Intermediate Slice Interpolation for Anisotropic 3D Medical Image Segmentation

UNet Architectures in Multiplanar Volumetric Segmentation -- Validated on Three Knee MRI Cohorts

Multi-Channel Convolutional Analysis Operator Learning for Dual-Energy CT Reconstruction

Label-efficient Hybrid-supervised Learning for Medical Image Segmentation

Outlier-based Autism Detection using Longitudinal Structural MRI

NUQ: A Noise Metric for Diffusion MRI via Uncertainty Discrepancy Quantification

Momentum Contrastive Voxel-wise Representation Learning for Semi-supervised Volumetric Medical Image Segmentation

MRI-GAN: A Generalized Approach to Detect DeepFakes using Perceptual Image Assessment

Pyramid Convolutional RNN for MRI Image Reconstruction

Towards a Guideline for Evaluation Metrics in Medical Image Segmentation

Distributionally Robust Segmentation of Abnormal Fetal Brain 3D MRI

Generalized Radiograph Representation Learning via Cross-supervision between Images and Free-text Radiology Reports

S2MS: Self-Supervised Learning Driven Multi-Spectral CT Image Enhancement

COVID-19 Detection Using CT Image Based On YOLOv5 Network

CAE-Transformer: Transformer-based Model to Predict Invasiveness of Lung Adenocarcinoma Subsolid Nodules from Non-thin Section 3D CT Scans

Sparse-view Cone Beam CT Reconstruction using Data-consistent Supervised and Adversarial Learning from Scarce Training Data