医学 AI - arXivDaily 专题

2111.02398 2021-11-05 eess.IV cs.AI cs.CV cs.LG 85%

Transparency of Deep Neural Networks for Medical Image Analysis: A Review of Interpretability Methods

Zohaib Salahuddin, Henry C Woodruff, Avishek Chatterjee, Philippe Lambin

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

2109.14288 2021-10-04 cs.LG cs.CV eess.IV 85%

Self-Supervised Learning for 3D Medical Image Analysis using 3D SimCLR and Monte Carlo Dropout

Yamen Ali, Aiham Taleb, Marina M. -C. Höhne, Christoph Lippert

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

2007.14846 2021-10-01 eess.IV cs.CV cs.LG 85%

An Uncertainty-aware Transfer Learning-based Framework for Covid-19 Diagnosis

Afshar Shamsi Jokandan, Hamzeh Asgharnezhad, Shirin Shamsi Jokandan, Abbas Khosravi, Parham M. Kebria, Darius Nahavandi, Saeid Nahavandi, Dipti Srinivasan

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

Comments 9 pages, 9 figures, 3 tables

2109.13483 2021-09-29 eess.IV cs.CV cs.LG physics.med-ph 85%

Metal Artifact Reduction in 2D CT Images with Self-supervised Cross-domain Learning

Lequan Yu, Zhicheng Zhang, Xiaomeng Li, Hongyi Ren, Wei Zhao, Lei Xing

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

Comments Accepted by PMB

2109.11524 2021-09-24 cs.CV cs.LG eess.IV physics.med-ph 85%

End-to-End AI-based MRI Reconstruction and Lesion Detection Pipeline for Evaluation of Deep Learning Image Reconstruction

Ruiyang Zhao, Yuxin Zhang, Burhaneddin Yaman, Matthew P. Lungren, Michael S. Hansen

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

2010.07002 2021-09-24 eess.IV cs.CV cs.LG 85%

Fast meningioma segmentation in T1-weighted MRI volumes using a lightweight 3D deep learning architecture

David Bouget, André Pedersen, Sayied Abdol Mohieb Hosainey, Johanna Vanel, Ole Solheim, Ingerid Reinertsen

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

Comments 15 pages, 7 figures, submitted to SPIE journal of Medical Imaging

Journal ref J. of Medical Imaging, 8(2), 024002 (2021)

2109.01668 2021-09-07 eess.IV cs.CV cs.LG 85%

How Reliable Are Out-of-Distribution Generalization Methods for Medical Image Segmentation?

Antoine Sanner, Camila Gonzalez, Anirban Mukhopadhyay

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

2108.10579 2021-08-25 eess.IV cs.AI cs.LG eess.SP 85%

Lossy Medical Image Compression using Residual Learning-based Dual Autoencoder Model

Dipti Mishra, Satish Kumar Singh, Rajat Kumar Singh

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

2004.07054 2021-08-04 eess.IV cs.CV cs.LG 85%

JCS: An Explainable COVID-19 Diagnosis System by Joint Classification and Segmentation

Yu-Huan Wu, Shang-Hua Gao, Jie Mei, Jun Xu, Deng-Ping Fan, Rong-Guo Zhang, Ming-Ming Cheng

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

Comments To appear in IEEE Transactions on Image Processing. Dataset and code are available at https://github.com/yuhuan-wu/JCS

2107.10718 2021-07-23 eess.IV cs.CV cs.LG 85%

Segmentation of Cardiac Structures via Successive Subspace Learning with Saab Transform from Cine MRI

Xiaofeng Liu, Fangxu Xing, Hanna K. Gaggin, Weichung Wang, C. -C. Jay Kuo, Georges El Fakhri, Jonghye Woo

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

Comments 43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2021)

2107.09989 2021-07-22 eess.IV cs.CV cs.LG 85%

High-Resolution Pelvic MRI Reconstruction Using a Generative Adversarial Network with Attention and Cyclic Loss

Guangyuan Li, Jun Lv, Xiangrong Tong, Chengyan Wang, Guang Yang

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

Comments 21 pages, 7 figures, 4 tables

2107.09602 2021-07-21 eess.IV cs.CV cs.LG 85%

Medical Imaging with Deep Learning for COVID- 19 Diagnosis: A Comprehensive Review

Subrato Bharati, Prajoy Podder, M. Rubaiyat Hossain Mondal, V. B. Surya Prasath

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

Comments 22 pages, 11 Figures

Journal ref International Journal of Computer Information Systems and Industrial Management Applications(ISSN 2150-7988), Volume 13, 2021

2107.08673 2021-07-20 eess.IV cs.CV cs.LG 85%

Input Agnostic Deep Learning for Alzheimer's Disease Classification Using Multimodal MRI Images

Aidana Massalimova, Huseyin Atakan Varol

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

Comments 4 pages, submitted to EMBC 2021

2107.05188 2021-07-13 cs.CV cs.AI cs.LG eess.IV 85%

TransClaw U-Net: Claw U-Net with Transformers for Medical Image Segmentation

Yao Chang, Hu Menghan, Zhai Guangtao, Zhang Xiao-Ping

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

Comments 8 page, 3 figures

1907.10456 2021-07-05 cs.CV cs.LG eess.IV 85%

Understanding Adversarial Attacks on Deep Learning Based Medical Image Analysis Systems

Xingjun Ma, Yuhao Niu, Lin Gu, Yisen Wang, Yitian Zhao, James Bailey, Feng Lu

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

Comments 15 pages, 11 figures, to appear in Pattern Recognition

2106.12864 2021-06-25 eess.IV cs.CV cs.LG 85%

A Systematic Collection of Medical Image Datasets for Deep Learning

Johann Li, Guangming Zhu, Cong Hua, Mingtao Feng, BasheerBennamoun, Ping Li, Xiaoyuan Lu, Juan Song, Peiyi Shen, Xu Xu, Lin Mei, Liang Zhang, Syed Afaq Ali Shah, Mohammed Bennamoun

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

Comments This paper has been submitted to one journal

2106.07524 2021-06-22 eess.IV cs.CV cs.LG 85%

MIA-COV19D: COVID-19 Detection through 3-D Chest CT Image Analysis

Dimitrios Kollias, Anastasios Arsenos, Levon Soukissian, Stefanos Kollias

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

2106.07608 2021-06-15 eess.IV cs.AI cs.CV cs.LG 85%

Recursive Refinement Network for Deformable Lung Registration between Exhale and Inhale CT Scans

Xinzi He, Jia Guo, Xuzhe Zhang, Hanwen Bi, Sarah Gerard, David Kaczka, Amin Motahari, Eric Hoffman, Joseph Reinhardt, R. Graham Barr, Elsa Angelini, Andrew Laine

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

2005.03654 2021-06-11 eess.IV cs.CV cs.LG stat.ML 85%

Deep Learning on Point Clouds for False Positive Reduction at Nodule Detection in Chest CT Scans

Ivan Drokin, Elena Ericheva

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

Journal ref In: van der Aalst W.M.P. et al. (eds) Analysis of Images, Social Networks and Texts. AIST 2020. Lecture Notes in Computer Science, vol 12602. Springer, Cham

2004.12537 2021-06-09 eess.IV cs.CV cs.LG 85%

Towards Data-Efficient Learning: A Benchmark for COVID-19 CT Lung and Infection Segmentation

Jun Ma, Yixin Wang, Xingle An, Cheng Ge, Ziqi Yu, Jianan Chen, Qiongjie Zhu, Guoqiang Dong, Jian He, Zhiqiang He, Yuntao Zhu, Ziwei Nie, Xiaoping Yang

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

Comments accepted for publication in Medical Physics

2011.02881 2021-05-18 eess.IV cs.CV cs.LG 85%

A Two-Stage Cascade Model with Variational Autoencoders and Attention Gates for MRI Brain Tumor Segmentation

Chenggang Lyu, Hai Shu

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

Journal ref Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries (BrainLes 2020)

2008.06388 2021-05-12 cs.LG cs.CV eess.IV stat.ML 85%

Common pitfalls and recommendations for using machine learning to detect and prognosticate for COVID-19 using chest radiographs and CT scans

Michael Roberts, Derek Driggs, Matthew Thorpe, Julian Gilbey, Michael Yeung, Stephan Ursprung, Angelica I. Aviles-Rivero, Christian Etmann, Cathal McCague, Lucian Beer, Jonathan R. Weir-McCall, Zhongzhao Teng, Effrossyni Gkrania-Klotsas, James H. F. Rudd, Evis Sala, Carola-Bibiane Schönlieb

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

Comments 35 pages, 3 figures, 2 tables, updated to the period 1 January 2020 - 3 October 2020

Journal ref Nature Machine Intelligence 3, 199-217 (2021)

2004.12837 2021-04-30 eess.IV cs.CV cs.LG 85%

A Light CNN for detecting COVID-19 from CT scans of the chest

Matteo Polsinelli, Luigi Cinque, Giuseppe Placidi

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

Journal ref Pattern Recognition Letters. 140 (2020) 95-100

2102.06169 2021-04-15 eess.IV cs.CV cs.LG 85%

COVID-19 identification from volumetric chest CT scans using a progressively resized 3D-CNN incorporating segmentation, augmentation, and class-rebalancing

Md. Kamrul Hasan, Md. Tasnim Jawad, Kazi Nasim Imtiaz Hasan, Sajal Basak Partha, Md. Masum Al Masba, Shumit Saha

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

Comments 33 pages

2104.05121 2021-04-13 eess.IV cs.CV cs.LG 85%

Detecting COVID-19 and Community Acquired Pneumonia using Chest CT scan images with Deep Learning

Shubham Chaudhary, Sadbhawna, Vinit Jakhetiya, Badri N Subudhi, Ujjwal Baid, Sharath Chandra Guntuku

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

Comments Top Ranked Model Paper at the ICASSP 2021 COVID-19 Grand Challenge

2104.03715 2021-04-09 eess.IV cs.CV cs.LG 85%

Atrous Residual Interconnected Encoder to Attention Decoder Framework for Vertebrae Segmentation via 3D Volumetric CT Images

Wenqiang Li, YM Tang, Ziyang Wang, KM Yu, Sandy To

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

2101.05224 2021-04-02 eess.IV cs.CV cs.LG 85%

Big Self-Supervised Models Advance Medical Image Classification

Shekoofeh Azizi, Basil Mustafa, Fiona Ryan, Zachary Beaver, Jan Freyberg, Jonathan Deaton, Aaron Loh, Alan Karthikesalingam, Simon Kornblith, Ting Chen, Vivek Natarajan, Mohammad Norouzi

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

2102.11467 2021-03-16 eess.IV cs.CV cs.LG 85%

VisualCheXbert: Addressing the Discrepancy Between Radiology Report Labels and Image Labels

Saahil Jain, Akshay Smit, Steven QH Truong, Chanh DT Nguyen, Minh-Thanh Huynh, Mudit Jain, Victoria A. Young, Andrew Y. Ng, Matthew P. Lungren, Pranav Rajpurkar

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

Comments Accepted to ACM Conference on Health, Inference, and Learning (ACM-CHIL) 2021

2009.06456 2021-03-15 eess.IV cs.CV cs.LG 85%

Label-Free Segmentation of COVID-19 Lesions in Lung CT

Qingsong Yao, Li Xiao, Peihang Liu, S. Kevin Zhou

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

Comments Accepted by Transaction on Medical Imaging 2021

2103.03048 2021-03-05 eess.IV cs.CV cs.LG stat.ML 85%

Detecting Spurious Correlations with Sanity Tests for Artificial Intelligence Guided Radiology Systems

Usman Mahmood, Robik Shrestha, David D. B. Bates, Lorenzo Mannelli, Giuseppe Corrias, Yusuf Erdi, Christopher Kanan

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

1. 医学影像 22615 篇

Transparency of Deep Neural Networks for Medical Image Analysis: A Review of Interpretability Methods

Self-Supervised Learning for 3D Medical Image Analysis using 3D SimCLR and Monte Carlo Dropout

An Uncertainty-aware Transfer Learning-based Framework for Covid-19 Diagnosis

Metal Artifact Reduction in 2D CT Images with Self-supervised Cross-domain Learning

End-to-End AI-based MRI Reconstruction and Lesion Detection Pipeline for Evaluation of Deep Learning Image Reconstruction

Fast meningioma segmentation in T1-weighted MRI volumes using a lightweight 3D deep learning architecture

How Reliable Are Out-of-Distribution Generalization Methods for Medical Image Segmentation?

Lossy Medical Image Compression using Residual Learning-based Dual Autoencoder Model

JCS: An Explainable COVID-19 Diagnosis System by Joint Classification and Segmentation

Segmentation of Cardiac Structures via Successive Subspace Learning with Saab Transform from Cine MRI

High-Resolution Pelvic MRI Reconstruction Using a Generative Adversarial Network with Attention and Cyclic Loss

Medical Imaging with Deep Learning for COVID- 19 Diagnosis: A Comprehensive Review

Input Agnostic Deep Learning for Alzheimer's Disease Classification Using Multimodal MRI Images

TransClaw U-Net: Claw U-Net with Transformers for Medical Image Segmentation

Understanding Adversarial Attacks on Deep Learning Based Medical Image Analysis Systems

A Systematic Collection of Medical Image Datasets for Deep Learning

MIA-COV19D: COVID-19 Detection through 3-D Chest CT Image Analysis

Recursive Refinement Network for Deformable Lung Registration between Exhale and Inhale CT Scans

Deep Learning on Point Clouds for False Positive Reduction at Nodule Detection in Chest CT Scans

Towards Data-Efficient Learning: A Benchmark for COVID-19 CT Lung and Infection Segmentation

A Two-Stage Cascade Model with Variational Autoencoders and Attention Gates for MRI Brain Tumor Segmentation

Common pitfalls and recommendations for using machine learning to detect and prognosticate for COVID-19 using chest radiographs and CT scans

A Light CNN for detecting COVID-19 from CT scans of the chest

COVID-19 identification from volumetric chest CT scans using a progressively resized 3D-CNN incorporating segmentation, augmentation, and class-rebalancing

Detecting COVID-19 and Community Acquired Pneumonia using Chest CT scan images with Deep Learning

Atrous Residual Interconnected Encoder to Attention Decoder Framework for Vertebrae Segmentation via 3D Volumetric CT Images

Big Self-Supervised Models Advance Medical Image Classification

VisualCheXbert: Addressing the Discrepancy Between Radiology Report Labels and Image Labels

Label-Free Segmentation of COVID-19 Lesions in Lung CT

Detecting Spurious Correlations with Sanity Tests for Artificial Intelligence Guided Radiology Systems