医学 AI - arXivDaily 专题

2206.00002 2023-01-11 eess.IV cs.CV cs.LG 80%

Calibrated Bagging Deep Learning for Image Semantic Segmentation: A Case Study on COVID-19 Chest X-ray Image

Lucy Nwosu, Xiangfang Li, Lijun Qian, Seungchan Kim, Xishuang Dong

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

2301.01241 2023-01-04 eess.IV q-bio.NC 80%

Developing and deploying deep learning models in brain MRI: a review

Kunal Aggarwal, Marina Manso Jimeno, Keerthi Sravan Ravi, Gilberto Gonzalez, Sairam Geethanath

专题命中医学影像：MRI(title,abstract)；分类 q-bio、eess.IV

Comments 4 figures and 1 table

2210.08330 2022-10-18 eess.IV cs.CV cs.LG 80%

Aplicación de redes neuronales convolucionales profundas al diagnóstico asistido de la enfermedad de Alzheimer

Ángel de la Vega Jiménez

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

Comments in Spanish language

2205.02885 2022-09-30 cs.LG q-bio.NC q-bio.TO 80%

Adversarial confound regression and uncertainty measurements to classify heterogeneous clinical MRI in Mass General Brigham

Matthew Leming, Sudeshna Das, Hyungsoon Im

专题命中医学影像：MRI(title,abstract)；分类 cs.LG、q-bio

2209.12305 2022-09-27 eess.IV cs.CV cs.LG 80%

Adnexal Mass Segmentation with Ultrasound Data Synthesis

Clara Lebbos, Jen Barcroft, Jeremy Tan, Johanna P. Muller, Matthew Baugh, Athanasios Vlontzos, Srdjan Saso, Bernhard Kainz

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

Journal ref ASMUS 2022, LNCS 13565, p. 106, 2022

2207.11203 2022-09-23 eess.IV cs.CV cs.LG physics.med-ph 80%

Human Treelike Tubular Structure Segmentation: A Comprehensive Review and Future Perspectives

Hao Li, Zeyu Tang, Yang Nan, Guang Yang

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

Comments 30 pages, 19 figures, submitted to CBM journal

2201.13271 2022-09-12 eess.IV cs.CV cs.LG physics.med-ph 80%

StRegA: Unsupervised Anomaly Detection in Brain MRIs using a Compact Context-encoding Variational Autoencoder

Soumick Chatterjee, Alessandro Sciarra, Max Dünnwald, Pavan Tummala, Shubham Kumar Agrawal, Aishwarya Jauhari, Aman Kalra, Steffen Oeltze-Jafra, Oliver Speck, Andreas Nürnberger

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

Journal ref Computers in Biology and Medicine, 106093 (2022)

2207.11783 2022-07-26 q-bio.NC eess.IV 80%

A New Approach in MRI Signal Processing for Detecting the Axonal Organization of the Brain

Ashishi Puri, Sanjeev Kumar

专题命中医学影像：MRI(title,abstract)；分类 q-bio、eess.IV

2112.08232 2022-06-29 eess.IV cs.CV cs.LG 80%

RA V-Net: Deep learning network for automated liver segmentation

Zhiqi Lee, Sumin Qi, Chongchong Fan, Ziwei Xie

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

2206.11502 2022-06-24 cs.CV q-bio.QM 80%

A Review of Published Machine Learning Natural Language Processing Applications for Protocolling Radiology Imaging

Nihal Raju, Michael Woodburn, Stefan Kachel, Jack O'Shaughnessy, Laurence Sorace, Natalie Yang, Ruth P Lim

专题命中医学影像：radiology(title,abstract)；分类 cs.CV、q-bio

Comments 7 figures

2111.08005 2022-06-17 eess.IV cs.CV cs.LG stat.ML 80%

Solving Inverse Problems in Medical Imaging with Score-Based Generative Models

Yang Song, Liyue Shen, Lei Xing, Stefano Ermon

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

Comments Published at ICLR 2022

2205.11096 2022-05-24 eess.IV cs.CV cs.LG 80%

FedNorm: Modality-Based Normalization in Federated Learning for Multi-Modal Liver Segmentation

Tobias Bernecker, Annette Peters, Christopher L. Schlett, Fabian Bamberg, Fabian Theis, Daniel Rueckert, Jakob Weiß, Shadi Albarqouni

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

Comments Under Review

2205.08054 2022-05-18 q-bio.QM eess.IV 80%

Classification of anatomic structures in head and neck by CT-based radiomics

Yoichi Watanabe, A. Biswas, K. Rangarajan, G. Rath, N. Gopishankar

专题命中医学影像：CT(title,abstract)；分类 q-bio、eess.IV

2202.08916 2022-04-22 eess.IV cs.AI cs.CV cs.LG 80%

Graph Convolutional Networks for Multi-modality Medical Imaging: Methods, Architectures, and Clinical Applications

Kexin Ding, Mu Zhou, Zichen Wang, Qiao Liu, Corey W. Arnold, Shaoting Zhang, Dimitri N. Metaxas

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

2110.14181 2022-04-14 eess.IV cs.CV cs.LG 80%

QU-net++: Image Quality Detection Framework for Segmentation of Medical 3D Image Stacks

Sohini Roychowdhury

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

Comments 4 pages, 7 figures, 1 Table

Journal ref IEEE EMBC, 2022

2111.13299 2022-03-01 eess.IV cs.CV cs.LG 80%

Exploiting full Resolution Feature Context for Liver Tumor and Vessel Segmentation via Integrate Framework: Application to Liver Tumor and Vessel 3D Reconstruction under embedded microprocessor

Xiangyu Meng, Xudong Zhang, Gan Wang, Ying Zhang, Xin Shi, Huanhuan Dai, Zixuan Wang, Xun Wang

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

Comments 11 pages, 6 Figures

2102.09386 2022-02-23 eess.IV cs.CV cs.LG 80%

Enhanced Magnetic Resonance Image Synthesis with Contrast-Aware Generative Adversarial Networks

Jonas Denck, Jens Guehring, Andreas Maier, Eva Rothgang

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

2112.01533 2022-01-26 eess.IV cs.CV cs.LG 80%

Automatic tumour segmentation in H&E-stained whole-slide images of the pancreas

Pierpaolo Vendittelli, Esther M. M. Smeets, Geert Litjens

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

2111.03370 2021-11-08 eess.IV cs.CV cs.LG 80%

Segmentation of 2D Brain MR Images

Angad Ripudaman Singh Bajwa

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

2110.12984 2021-10-26 eess.IV cs.CV cs.LG 80%

Generative Residual Attention Network for Disease Detection

Euyoung Kim, Soochahn Lee, Kyoung Mu Lee

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

Comments The paper is about Pneumonia detection using Generative Modeling. It proposes a novel approach to construct pseudo-pair images and a GAN to generate radio-realistic Chest Xray images. Then, the paper propose to leverage the differences between the input and the generated Xray images as an additional attention-map to boost the performance in Pneumonia detection

2109.09734 2021-09-22 eess.IV cs.CV cs.LG 80%

MetaMedSeg: Volumetric Meta-learning for Few-Shot Organ Segmentation

Anastasia Makarevich, Azade Farshad, Vasileios Belagiannis, Nassir Navab

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

2102.09858 2021-09-10 cs.CV cs.LG eess.IV 80%

ISCL: Interdependent Self-Cooperative Learning for Unpaired Image Denoising

Kanggeun Lee, Won-Ki Jeong

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

2103.16617 2021-05-14 eess.IV cs.CV cs.LG 80%

HAD-Net: A Hierarchical Adversarial Knowledge Distillation Network for Improved Enhanced Tumour Segmentation Without Post-Contrast Images

Saverio Vadacchino, Raghav Mehta, Nazanin Mohammadi Sepahvand, Brennan Nichyporuk, James J. Clark, Tal Arbel

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

Comments Accepted at Medical Imaging with Deep Learning (MIDL) 2021

2103.14301 2021-03-29 eess.IV cs.CV cs.LG 80%

Evaluation of Preprocessing Techniques for U-Net Based Automated Liver Segmentation

Muhammad Islam, Kaleem Nawaz Khan, Muhammad Salman Khan

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

2102.10640 2021-02-24 eess.IV cs.CV cs.LG 80%

Tchebichef Transform Domain-based Deep Learning Architecture for Image Super-resolution

Ahlad Kumar, Harsh Vardhan Singh

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

Comments 11 pages, 12 figures, 53 references

2011.10654 2021-02-11 eess.IV cs.CV cs.LG 80%

Upgraded W-Net with Attention Gates and its Application in Unsupervised 3D Liver Segmentation

Dhanunjaya Mitta, Soumick Chatterjee, Oliver Speck, Andreas Nürnberger

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

Journal ref Proceedings of the 10th International Conference on Pattern Recognition Applications and Methods 2021 - Volume 1

2012.09279 2020-12-18 eess.IV cs.CV cs.LG 80%

Spatial Context-Aware Self-Attention Model For Multi-Organ Segmentation

Hao Tang, Xingwei Liu, Kun Han, Shanlin Sun, Narisu Bai, Xuming Chen, Huang Qian, Yong Liu, Xiaohui Xie

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

Comments Accepted WACV 2021

2010.09456 2020-10-20 eess.IV cs.CV cs.LG 80%

GASNet: Weakly-supervised Framework for COVID-19 Lesion Segmentation

Zhanwei Xu, Yukun Cao, Cheng Jin, Guozhu Shao, Xiaoqing Liu, Jie Zhou, Heshui Shi, Jianjiang Feng

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

Comments 10 pages, 11 figures

2010.06423 2020-10-14 q-bio.QM eess.IV 80%

A comprehensive protocol for manual segmentation of the human claustrum and its sub-regions using high-resolution MRI

Seung Suk Kang, Joseph Bodenheimer, Tracey Butler

专题命中医学影像：MRI(title,abstract)；分类 q-bio、eess.IV

Comments 15 pages, 6 figures

2009.12894 2020-09-29 eess.IV cs.CV cs.LG 80%

ESTAN: Enhanced Small Tumor-Aware Network for Breast Ultrasound Image Segmentation

Bryar Shareef, Alex Vakanski, Min Xian, Phoebe E. Freer

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

Comments 9 pages, 4 tables, 6 figures

1. 医学影像 22656 篇

Calibrated Bagging Deep Learning for Image Semantic Segmentation: A Case Study on COVID-19 Chest X-ray Image

Developing and deploying deep learning models in brain MRI: a review

Aplicación de redes neuronales convolucionales profundas al diagnóstico asistido de la enfermedad de Alzheimer

Adversarial confound regression and uncertainty measurements to classify heterogeneous clinical MRI in Mass General Brigham

Adnexal Mass Segmentation with Ultrasound Data Synthesis

Human Treelike Tubular Structure Segmentation: A Comprehensive Review and Future Perspectives

StRegA: Unsupervised Anomaly Detection in Brain MRIs using a Compact Context-encoding Variational Autoencoder

A New Approach in MRI Signal Processing for Detecting the Axonal Organization of the Brain

RA V-Net: Deep learning network for automated liver segmentation

A Review of Published Machine Learning Natural Language Processing Applications for Protocolling Radiology Imaging

Solving Inverse Problems in Medical Imaging with Score-Based Generative Models

FedNorm: Modality-Based Normalization in Federated Learning for Multi-Modal Liver Segmentation

Classification of anatomic structures in head and neck by CT-based radiomics

Graph Convolutional Networks for Multi-modality Medical Imaging: Methods, Architectures, and Clinical Applications

QU-net++: Image Quality Detection Framework for Segmentation of Medical 3D Image Stacks

Exploiting full Resolution Feature Context for Liver Tumor and Vessel Segmentation via Integrate Framework: Application to Liver Tumor and Vessel 3D Reconstruction under embedded microprocessor

Enhanced Magnetic Resonance Image Synthesis with Contrast-Aware Generative Adversarial Networks

Automatic tumour segmentation in H&E-stained whole-slide images of the pancreas

Segmentation of 2D Brain MR Images

Generative Residual Attention Network for Disease Detection

MetaMedSeg: Volumetric Meta-learning for Few-Shot Organ Segmentation

ISCL: Interdependent Self-Cooperative Learning for Unpaired Image Denoising

HAD-Net: A Hierarchical Adversarial Knowledge Distillation Network for Improved Enhanced Tumour Segmentation Without Post-Contrast Images

Evaluation of Preprocessing Techniques for U-Net Based Automated Liver Segmentation

Tchebichef Transform Domain-based Deep Learning Architecture for Image Super-resolution

Upgraded W-Net with Attention Gates and its Application in Unsupervised 3D Liver Segmentation

Spatial Context-Aware Self-Attention Model For Multi-Organ Segmentation

GASNet: Weakly-supervised Framework for COVID-19 Lesion Segmentation

A comprehensive protocol for manual segmentation of the human claustrum and its sub-regions using high-resolution MRI

ESTAN: Enhanced Small Tumor-Aware Network for Breast Ultrasound Image Segmentation