医学 AI - arXivDaily 专题

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

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)

1. 医学影像 22645 篇

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

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