医学 AI - arXivDaily 专题

2302.10859 2023-08-29 eess.IV cs.CV cs.LG 85%

SF2Former: Amyotrophic Lateral Sclerosis Identification From Multi-center MRI Data Using Spatial and Frequency Fusion Transformer

Rafsanjany Kushol, Collin C. Luk, Avyarthana Dey, Michael Benatar, Hannah Briemberg, Annie Dionne, Nicolas Dupré, Richard Frayne, Angela Genge, Summer Gibson, Simon J. Graham, Lawrence Korngut, Peter Seres, Robert C. Welsh, Alan Wilman, Lorne Zinman, Sanjay Kalra, Yee-Hong Yang

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

Comments 17 pages, 8 figures

Journal ref Computerized Medical Imaging and Graphics Volume 108, September 2023, 102279

2308.11047 2023-08-23 eess.IV cs.CV cs.LG 85%

Harmonization Across Imaging Locations(HAIL): One-Shot Learning for Brain MRI

Abhijeet Parida, Zhifan Jiang, Syed Muhammad Anwar, Nicholas Foreman, Nicholas Stence, Michael J. Fisher, Roger J. Packer, Robert A. Avery, Marius George Linguraru

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

Comments Under review

2308.09026 2023-08-21 eess.IV cs.CV cs.LG 85%

LesionMix: A Lesion-Level Data Augmentation Method for Medical Image Segmentation

Berke Doga Basaran, Weitong Zhang, Mengyun Qiao, Bernhard Kainz, Paul M. Matthews, Wenjia Bai

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

Comments 13 pages, 5 figures, 4 tables, MICCAI DALI Workshop 2023

2308.08283 2023-08-17 eess.IV cs.CV cs.LG 85%

CARE: A Large Scale CT Image Dataset and Clinical Applicable Benchmark Model for Rectal Cancer Segmentation

Hantao Zhang, Weidong Guo, Chenyang Qiu, Shouhong Wan, Bingbing Zou, Wanqin Wang, Peiquan Jin

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

Comments 8 pages

2308.00715 2023-08-15 eess.IV cs.CV cs.LG 85%

Automated COVID-19 CT Image Classification using Multi-head Channel Attention in Deep CNN

Susmita Ghosh, Abhiroop Chatterjee

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

2308.05305 2023-08-11 eess.IV cs.CV cs.LG 85%

From CNN to Transformer: A Review of Medical Image Segmentation Models

Wenjian Yao, Jiajun Bai, Wei Liao, Yuheng Chen, Mengjuan Liu, Yao Xie

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

Comments 18 pages, 8 figures

2307.05920 2023-07-13 eess.IV cs.CV cs.LG 85%

Unified Medical Image-Text-Label Contrastive Learning With Continuous Prompt

Yuhao Wang

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

2307.01798 2023-07-06 eess.IV cs.CV cs.LG 85%

Edge-aware Multi-task Network for Integrating Quantification Segmentation and Uncertainty Prediction of Liver Tumor on Multi-modality Non-contrast MRI

Xiaojiao Xiao, Qinmin Hu, Guanghui Wang

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

2304.10039 2023-06-27 eess.IV cs.CV cs.LG 85%

Brain tumor multi classification and segmentation in MRI images using deep learning

Belal Amin, Romario Sameh Samir, Youssef Tarek, Mohammed Ahmed, Rana Ibrahim, Manar Ahmed, Mohamed Hassan

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

Comments Accepted by artificial intelligence and applications Journal

2306.06669 2023-06-13 eess.IV cs.CV cs.LG 85%

TransMRSR: Transformer-based Self-Distilled Generative Prior for Brain MRI Super-Resolution

Shan Huang, Xiaohong Liu, Tao Tan, Menghan Hu, Xiaoer Wei, Tingli Chen, Bin Sheng

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

Comments 2023 CGI

2305.18367 2023-05-31 eess.IV cs.CV cs.LG 85%

Using VGG16 Algorithms for classification of lung cancer in CT scans Image

Hasan Hejbari Zargar, Saha Hejbari Zargar, Raziye Mehri, Farzane Tajidini

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

2305.17871 2023-05-30 eess.IV cs.CV cs.LG 85%

propnet: Propagating 2D Annotation to 3D Segmentation for Gastric Tumors on CT Scans

Zifan Chen, Jiazheng Li, Jie Zhao, Yiting Liu, Hongfeng Li, Bin Dong, Lei Tang, Li Zhang

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

2305.14841 2023-05-25 eess.IV cs.CV cs.LG 85%

Deep Learning-based Bio-Medical Image Segmentation using UNet Architecture and Transfer Learning

Nima Hassanpour, Abouzar Ghavami

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

2305.00257 2023-05-02 eess.IV cs.CV cs.LG 85%

Brain Tumor Segmentation from MRI Images using Deep Learning Techniques

Ayan Gupta, Mayank Dixit, Vipul Kumar Mishra, Attulya Singh, Atul Dayal

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

Comments 15 pages, 8 figures, 3 tables, 12th International Advanced Computing Conference

2304.09164 2023-04-19 eess.IV cs.CV cs.LG 85%

Structure Preserving Cycle-GAN for Unsupervised Medical Image Domain Adaptation

Paolo Iacono, Naimul Khan

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

Comments 11 pages, 4 figures, submitted to Machine Learning for Healthcare 2023

2106.01132 2023-04-18 cs.CV cs.LG eess.IV 85%

Benchmarking CNN on 3D Anatomical Brain MRI: Architectures, Data Augmentation and Deep Ensemble Learning

Benoit Dufumier, Pietro Gori, Ilaria Battaglia, Julie Victor, Antoine Grigis, Edouard Duchesnay

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

Comments Technical report

2304.05396 2023-04-13 eess.IV cs.CV cs.LG 85%

SAM.MD: Zero-shot medical image segmentation capabilities of the Segment Anything Model

Saikat Roy, Tassilo Wald, Gregor Koehler, Maximilian R. Rokuss, Nico Disch, Julius Holzschuh, David Zimmerer, Klaus H. Maier-Hein

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

Comments 3 Pages, 1 Figure, Short paper under review for MIDL 2023

2208.05140 2023-04-13 eess.IV cs.CL cs.CV cs.LG 85%

Self-supervised Multi-modal Training from Uncurated Image and Reports Enables Zero-shot Oversight Artificial Intelligence in Radiology

Sangjoon Park, Eun Sun Lee, Kyung Sook Shin, Jeong Eun Lee, Jong Chul Ye

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

2110.06400 2023-04-06 eess.IV cs.CV cs.LG 85%

CyTran: A Cycle-Consistent Transformer with Multi-Level Consistency for Non-Contrast to Contrast CT Translation

Nicolae-Catalin Ristea, Andreea-Iuliana Miron, Olivian Savencu, Mariana-Iuliana Georgescu, Nicolae Verga, Fahad Shahbaz Khan, Radu Tudor Ionescu

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 Neurocomputing

2304.00774 2023-04-04 eess.IV cs.CV cs.LG 85%

MGMT promoter methylation status prediction using MRI scans? An extensive experimental evaluation of deep learning models

Numan Saeed, Muhammad Ridzuan, Hussain Alasmawi, Ikboljon Sobirov, Mohammad Yaqub

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

Comments 12 pages, 10 figures, MedIA

2303.12747 2023-03-23 eess.IV cs.CV cs.LG 85%

Less is More: Unsupervised Mask-guided Annotated CT Image Synthesis with Minimum Manual Segmentations

Xiaodan Xing, Giorgos Papanastasiou, Simon Walsh, Guang Yang

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

Comments 12 pages, 11 figures, accepted by IEEE TMI

2202.00972 2023-02-13 eess.IV cs.AI cs.CV cs.LG 85%

DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image Segmentation

Qing Xu, Zhicheng Ma, Na HE, Wenting Duan

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

2301.11482 2023-02-08 eess.IV cs.CV cs.LG 85%

Diffusion Denoising for Low-Dose-CT Model

Runyi Li

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

Comments The method and experiment of this paper has some error, and we need to revise it

2302.00953 2023-02-03 eess.IV cs.CV cs.LG 85%

Deep-Learning Tool for Early Identifying Non-Traumatic Intracranial Hemorrhage Etiology based on CT Scan

Meng Zhao, Yifan Hu, Ruixuan Jiang, Yuanli Zhao, Dong Zhang, Yan Zhang, Rong Wang, Yong Cao, Qian Zhang, Yonggang Ma, Jiaxi Li, Shaochen Yu, Wenjie Li, Ran Zhang, Yefeng Zheng, Shuo Wang, Jizong Zhao

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

2301.08888 2023-01-24 eess.IV cs.CV cs.LG 85%

Pre-text Representation Transfer for Deep Learning with Limited Imbalanced Data : Application to CT-based COVID-19 Detection

Fouzia Altaf, Syed M. S. Islam, Naeem K. Janjua, Naveed Akhtar

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

Comments Best paper at IVCNZ

2211.03364 2023-01-04 eess.IV cs.CV cs.LG 85%

Medical Diffusion: Denoising Diffusion Probabilistic Models for 3D Medical Image Generation

Firas Khader, Gustav Mueller-Franzes, Soroosh Tayebi Arasteh, Tianyu Han, Christoph Haarburger, Maximilian Schulze-Hagen, Philipp Schad, Sandy Engelhardt, Bettina Baessler, Sebastian Foersch, Johannes Stegmaier, Christiane Kuhl, Sven Nebelung, Jakob Nikolas Kather, Daniel Truhn

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

2212.13788 2022-12-29 eess.IV cs.CV cs.LG 85%

Explainable and Lightweight Model for COVID-19 Detection Using Chest Radiology Images

Suba S, Nita Parekh

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

2206.03336 2022-12-27 eess.IV cs.CV cs.LG 85%

Parotid Gland MRI Segmentation Based on Swin-Unet and Multimodal Images

Zi'an Xu, Yin Dai, Fayu Liu, Siqi Li, Sheng Liu, Lifu Shi, Jun Fu

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

2210.12388 2022-12-22 eess.IV cs.CV cs.LG 85%

Diversity-Promoting Ensemble for Medical Image Segmentation

Mariana-Iuliana Georgescu, Radu Tudor Ionescu, Andreea-Iuliana Miron

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

Comments Accepted at SAC 2023

2212.09310 2022-12-20 eess.IV cs.CV cs.LG 85%

Multimodal CNN Networks for Brain Tumor Segmentation in MRI: A BraTS 2022 Challenge Solution

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

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

Comments Accepted in BraTS 2022 (as part of the BrainLes workshop proceedings distributed by Springer LNCS). arXiv admin note: text overlap with arXiv:2112.06554

1. 医学影像 22719 篇

SF2Former: Amyotrophic Lateral Sclerosis Identification From Multi-center MRI Data Using Spatial and Frequency Fusion Transformer

Harmonization Across Imaging Locations(HAIL): One-Shot Learning for Brain MRI

LesionMix: A Lesion-Level Data Augmentation Method for Medical Image Segmentation

CARE: A Large Scale CT Image Dataset and Clinical Applicable Benchmark Model for Rectal Cancer Segmentation

Automated COVID-19 CT Image Classification using Multi-head Channel Attention in Deep CNN

From CNN to Transformer: A Review of Medical Image Segmentation Models

Unified Medical Image-Text-Label Contrastive Learning With Continuous Prompt

Edge-aware Multi-task Network for Integrating Quantification Segmentation and Uncertainty Prediction of Liver Tumor on Multi-modality Non-contrast MRI

Brain tumor multi classification and segmentation in MRI images using deep learning

TransMRSR: Transformer-based Self-Distilled Generative Prior for Brain MRI Super-Resolution

Using VGG16 Algorithms for classification of lung cancer in CT scans Image

propnet: Propagating 2D Annotation to 3D Segmentation for Gastric Tumors on CT Scans

Deep Learning-based Bio-Medical Image Segmentation using UNet Architecture and Transfer Learning

Brain Tumor Segmentation from MRI Images using Deep Learning Techniques

Structure Preserving Cycle-GAN for Unsupervised Medical Image Domain Adaptation

Benchmarking CNN on 3D Anatomical Brain MRI: Architectures, Data Augmentation and Deep Ensemble Learning

SAM.MD: Zero-shot medical image segmentation capabilities of the Segment Anything Model

Self-supervised Multi-modal Training from Uncurated Image and Reports Enables Zero-shot Oversight Artificial Intelligence in Radiology

CyTran: A Cycle-Consistent Transformer with Multi-Level Consistency for Non-Contrast to Contrast CT Translation

MGMT promoter methylation status prediction using MRI scans? An extensive experimental evaluation of deep learning models

Less is More: Unsupervised Mask-guided Annotated CT Image Synthesis with Minimum Manual Segmentations

DCSAU-Net: A Deeper and More Compact Split-Attention U-Net for Medical Image Segmentation

Diffusion Denoising for Low-Dose-CT Model

Deep-Learning Tool for Early Identifying Non-Traumatic Intracranial Hemorrhage Etiology based on CT Scan

Pre-text Representation Transfer for Deep Learning with Limited Imbalanced Data : Application to CT-based COVID-19 Detection

Medical Diffusion: Denoising Diffusion Probabilistic Models for 3D Medical Image Generation

Explainable and Lightweight Model for COVID-19 Detection Using Chest Radiology Images

Parotid Gland MRI Segmentation Based on Swin-Unet and Multimodal Images

Diversity-Promoting Ensemble for Medical Image Segmentation

Multimodal CNN Networks for Brain Tumor Segmentation in MRI: A BraTS 2022 Challenge Solution