医学 AI - arXivDaily 专题

2109.09738 2022-01-25 eess.IV cs.CV cs.LG math.OC 82%

An Optimal Control Framework for Joint-channel Parallel MRI Reconstruction without Coil Sensitivities

Wanyu Bian, Yunmei Chen, Xiaojing Ye

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

Comments 13 pages

2201.07227 2022-01-20 eess.IV cs.CV cs.LG 82%

Explainable Ensemble Machine Learning for Breast Cancer Diagnosis based on Ultrasound Image Texture Features

Alireza Rezazadeh, Yasamin Jafarian, Ali Kord

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

2010.06144 2022-01-19 eess.IV cs.LG eess.SP 82%

Multi-layer Residual Sparsifying Transform (MARS) Model for Low-dose CT Image Reconstruction

Xikai Yang, Yong Long, Saiprasad Ravishankar

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

Comments 28 pages, 12 figures, accepted by Medical Physics. arXiv admin note: text overlap with arXiv:2005.03825

2110.12464 2022-01-19 eess.IV cs.CV cs.LG 82%

Requirement analysis for an artificial intelligence model for the diagnosis of the COVID-19 from chest X-ray data

Tuomo Kalliokoski

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

Comments Accepted to AI&BDvsPandemics BIBM 2021 Workshop

2105.08059 2022-01-19 eess.IV cs.CV cs.LG 82%

Unsupervised MRI Reconstruction via Zero-Shot Learned Adversarial Transformers

Yilmaz Korkmaz, Salman UH Dar, Mahmut Yurt, Muzaffer Özbey, Tolga Çukur

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

2103.11006 2022-01-02 eess.IV cs.CV cs.LG 82%

AxonNet: A self-supervised Deep Neural Network for Intravoxel Structure Estimation from DW-MRI

Hanna Ehrlich, Mariano Rivera

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

2112.06554 2021-12-28 cs.CV cs.LG eess.IV 82%

Ensemble CNN Networks for GBM Tumors Segmentation using Multi-parametric MRI

Ramy A. Zeineldin, Mohamed E. Karar, Franziska Mathis-Ullrich, Oliver Burgert

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

Comments Accepted in BraTS 2021 (as part of the BrainLes workshop proceedings distributed by Springer LNCS)

2112.12990 2021-12-28 cs.NE cs.AI 82%

Deep Neuroevolution Squeezes More out of Small Neural Networks and Small Training Sets: Sample Application to MRI Brain Sequence Classification

Joseph N Stember, Hrithwik Shalu

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

2112.06693 2021-12-14 eess.IV cs.CV cs.LG 82%

Hypernet-Ensemble Learning of Segmentation Probability for Medical Image Segmentation with Ambiguous Labels

Sungmin Hong, Anna K. Bonkhoff, Andrew Hoopes, Martin Bretzner, Markus D. Schirmer, Anne-Katrin Giese, Adrian V. Dalca, Polina Golland, Natalia S. Rost

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

2007.06537 2021-12-14 eess.IV cs.CV cs.LG 82%

Blockchain-Federated-Learning and Deep Learning Models for COVID-19 detection using CT Imaging

Rajesh Kumar, Abdullah Aman Khan, Sinmin Zhang, Jay Kumar, Ting Yang, Noorbakhash Amiri Golalirz, Zakria, Ikram Ali, Sidra Shafiq, WenYong Wang

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

Comments arXiv admin note: text overlap with arXiv:2003.10849 by other authors

2112.03917 2021-12-09 cs.CV cs.LG eess.IV 82%

Scalable 3D Semantic Segmentation for Gun Detection in CT Scans

Marius Memmel, Christoph Reich, Nicolas Wagner, Faraz Saeedan

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

Comments This work was part of the Project Lab Deep Learning in Computer Vision Winter Semester 2019/2020 at TU Darmstadt

2112.02608 2021-12-07 eess.IV cs.CV cs.LG cs.RO 82%

Real-time Virtual Intraoperative CT for Image Guided Surgery

Yangming Li, Neeraja Konuthula, Ian M. Humphreys, Kris Moe, Blake Hannaford, Randall Bly

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

2107.03846 2021-12-02 eess.IV cs.CV cs.LG 82%

Label-set Loss Functions for Partial Supervision: Application to Fetal Brain 3D MRI Parcellation

Lucas Fidon, Michael Aertsen, Doaa Emam, Nada Mufti, Frédéric Guffens, Thomas Deprest, Philippe Demaerel, Anna L. David, Andrew Melbourne, Sébastien Ourselin, Jan Deprest, Tom Vercauteren

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

Comments Accepted at MICCAI 2021

2104.00793 2021-11-30 eess.IV cs.CV cs.LG 82%

Effect of Radiology Report Labeler Quality on Deep Learning Models for Chest X-Ray Interpretation

Saahil Jain, Akshay Smit, Andrew Y. Ng, Pranav Rajpurkar

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

Comments In Neural Information Processing Systems (NeurIPS) Workshop on Data-Centric AI (DCAI)

2102.04525 2021-11-25 eess.IV cs.CV cs.LG 82%

Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation

Michael Yeung, Evis Sala, Carola-Bibiane Schönlieb, Leonardo Rundo

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

2105.11748 2021-11-22 eess.IV cs.CV cs.LG 82%

Dense Regression Activation Maps For Lesion Segmentation in CT scans of COVID-19 patients

Weiyi Xie, Colin Jacobs, Jean-Paul Charbonnier, Bram van Ginneken

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

2111.08710 2021-11-18 eess.IV cs.CV cs.LG 82%

CNN Filter Learning from Drawn Markers for the Detection of Suggestive Signs of COVID-19 in CT Images

Azael M. Sousa, Fabiano Reis, Rachel Zerbini, João L. D. Comba, Alexandre X. Falcão

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

Comments 4 pages. To be published in the 43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society

2102.03932 2021-11-12 eess.IV cs.CV cs.LG 82%

Automatic Breast Lesion Detection in Ultrafast DCE-MRI Using Deep Learning

Fazael Ayatollahi, Shahriar B. Shokouhi, Ritse M. Mann, Jonas Teuwen

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

Journal ref Medical physics vol. 48,10 (2021): 5897-5907

2111.02400 2021-11-05 cs.LG cs.AI cs.CV eess.IV math.OC 82%

Deep AUC Maximization for Medical Image Classification: Challenges and Opportunities

Tianbao Yang

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

Comments Medical Imaging meets NeurIPS 2021 workshop

2111.01665 2021-11-03 eess.IV cs.CV cs.LG 82%

Explainable Medical Image Segmentation via Generative Adversarial Networks and Layer-wise Relevance Propagation

Awadelrahman M. A. Ahmed, Leen A. M. Ali

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

Comments Nordic Machine Intelligence

2110.14703 2021-10-29 eess.IV cs.LG eess.SP 82%

Alternating Learning Approach for Variational Networks and Undersampling Pattern in Parallel MRI Applications

Marcelo V. W. Zibetti, Florian Knoll, Ravinder R. Regatte

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

1906.05956 2021-10-28 cs.LG cs.CV eess.IV stat.ML 82%

Scalable Neural Architecture Search for 3D Medical Image Segmentation

Sungwoong Kim, Ildoo Kim, Sungbin Lim, Woonhyuk Baek, Chiheon Kim, Hyungjoo Cho, Boogeon Yoon, Taesup Kim

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

Comments 9 pages, 3 figures

2011.14164 2021-10-27 cs.CV cs.LG eess.IV 82%

Towards Robust Partially Supervised Multi-Structure Medical Image Segmentation on Small-Scale Data

Nanqing Dong, Michael Kampffmeyer, Xiaodan Liang, Min Xu, Irina Voiculescu, Eric P. Xing

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

Comments Accepted by Applied Soft Computing

2110.13036 2021-10-26 eess.IV cs.CV cs.LG 82%

Dual Skip Connections Minimize the False Positive Rate of Lung Nodule Detection in CT images

Jiahua Xu, Philipp Ernst, Tung Lung Liu, Andreas Nürnberger

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

Comments to be published at IEEE EMBC 2021, in IEEE Xplore

2110.12192 2021-10-26 eess.IV cs.CV cs.LG 82%

Dual Shape Guided Segmentation Network for Organs-at-Risk in Head and Neck CT Images

Shuai Wang, Theodore Yanagihara, Bhishamjit Chera, Colette Shen, Pew-Thian Yap, Jun Lian

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

2102.09508 2021-10-26 cs.CV cs.LG eess.IV 82%

Domain Adaptation for Medical Image Analysis: A Survey

Hao Guan, Mingxia Liu

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

Comments 15 pages, 7 figures

2102.06665 2021-10-25 eess.IV cs.CV cs.LG 82%

Bayesian Uncertainty Estimation of Learned Variational MRI Reconstruction

Dominik Narnhofer, Alexander Effland, Erich Kobler, Kerstin Hammernik, Florian Knoll, Thomas Pock

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

Comments 19 pages, 11 figures

2110.10403 2021-10-22 eess.IV cs.CV cs.LG 82%

AFTer-UNet: Axial Fusion Transformer UNet for Medical Image Segmentation

Xiangyi Yan, Hao Tang, Shanlin Sun, Haoyu Ma, Deying Kong, Xiaohui Xie

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

2103.10504 2021-10-12 eess.IV cs.CV cs.LG 82%

UNETR: Transformers for 3D Medical Image Segmentation

Ali Hatamizadeh, Yucheng Tang, Vishwesh Nath, Dong Yang, Andriy Myronenko, Bennett Landman, Holger Roth, Daguang Xu

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

Comments Accepted to IEEE Winter Conference on Applications of Computer Vision (WACV) 2022

2110.04143 2021-10-11 physics.med-ph 82%

Proceedings of the 16th Virtual International Meeting on Fully 3D Image Reconstruction in Radiology and Nuclear Medicine

Georg Schramm, Ahmadreza Rezaei, Kris Thielemans, Johan Nuyts

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

1. 医学影像 22681 篇

An Optimal Control Framework for Joint-channel Parallel MRI Reconstruction without Coil Sensitivities

Explainable Ensemble Machine Learning for Breast Cancer Diagnosis based on Ultrasound Image Texture Features

Multi-layer Residual Sparsifying Transform (MARS) Model for Low-dose CT Image Reconstruction

Requirement analysis for an artificial intelligence model for the diagnosis of the COVID-19 from chest X-ray data

Unsupervised MRI Reconstruction via Zero-Shot Learned Adversarial Transformers

AxonNet: A self-supervised Deep Neural Network for Intravoxel Structure Estimation from DW-MRI

Ensemble CNN Networks for GBM Tumors Segmentation using Multi-parametric MRI

Deep Neuroevolution Squeezes More out of Small Neural Networks and Small Training Sets: Sample Application to MRI Brain Sequence Classification

Hypernet-Ensemble Learning of Segmentation Probability for Medical Image Segmentation with Ambiguous Labels

Blockchain-Federated-Learning and Deep Learning Models for COVID-19 detection using CT Imaging

Scalable 3D Semantic Segmentation for Gun Detection in CT Scans

Real-time Virtual Intraoperative CT for Image Guided Surgery

Label-set Loss Functions for Partial Supervision: Application to Fetal Brain 3D MRI Parcellation

Effect of Radiology Report Labeler Quality on Deep Learning Models for Chest X-Ray Interpretation

Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation

Dense Regression Activation Maps For Lesion Segmentation in CT scans of COVID-19 patients

CNN Filter Learning from Drawn Markers for the Detection of Suggestive Signs of COVID-19 in CT Images

Automatic Breast Lesion Detection in Ultrafast DCE-MRI Using Deep Learning

Deep AUC Maximization for Medical Image Classification: Challenges and Opportunities

Explainable Medical Image Segmentation via Generative Adversarial Networks and Layer-wise Relevance Propagation

Alternating Learning Approach for Variational Networks and Undersampling Pattern in Parallel MRI Applications

Scalable Neural Architecture Search for 3D Medical Image Segmentation

Towards Robust Partially Supervised Multi-Structure Medical Image Segmentation on Small-Scale Data

Dual Skip Connections Minimize the False Positive Rate of Lung Nodule Detection in CT images

Dual Shape Guided Segmentation Network for Organs-at-Risk in Head and Neck CT Images

Domain Adaptation for Medical Image Analysis: A Survey

Bayesian Uncertainty Estimation of Learned Variational MRI Reconstruction

AFTer-UNet: Axial Fusion Transformer UNet for Medical Image Segmentation

UNETR: Transformers for 3D Medical Image Segmentation

Proceedings of the 16th Virtual International Meeting on Fully 3D Image Reconstruction in Radiology and Nuclear Medicine