医学 AI - arXivDaily 专题

2409.18872 2025-05-15 eess.IV cs.CV cs.LG 85%

Simulating Dynamic Tumor Contrast Enhancement in Breast MRI using Conditional Generative Adversarial Networks

Richard Osuala, Smriti Joshi, Apostolia Tsirikoglou, Lidia Garrucho, Walter H. L. Pinaya, Daniel M. Lang, Julia A. Schnabel, Oliver Diaz, Karim Lekadir

机构 * Barcelona Artificial Intelligence in Medicine Lab (BCN-AIM)（巴塞罗那人工智能医学实验室）； Departament de Matemàtiques i Informàtica, Universitat de Barcelona（巴塞罗那大学数学与计算机科学系）； Institute of Machine Learning in Biomedical Imaging, Helmholtz Munich（生物医学成像机器学习研究所，海德堡慕尼黑）； School of Computation, Information and Technology, Technical University of Munich（慕尼黑技术大学计算、信息与技术学院）； Department of Oncology-Pathology, Karolinska Institutet（卡罗林斯卡研究所肿瘤-病理学系）； School of Biomedical Engineering & Imaging Sciences, King’s College London（伦敦国王学院生物医学工程与成像科学学院）

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

2504.21188 2025-05-07 eess.IV cs.AI cs.CV cs.LG 85%

Light Weight CNN for classification of Brain Tumors from MRI Images

Natnael Alemayehu

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

Comments 6 pages

2504.17819 2025-04-28 eess.IV cs.CV cs.LG 85%

A Deep Bayesian Convolutional Spiking Neural Network-based CAD system with Uncertainty Quantification for Medical Images Classification

Mohaddeseh Chegini, Ali Mahloojifar

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

2307.10926 2025-03-25 eess.IV cs.CV cs.LG 85%

Confidence Intervals for Performance Estimates in Brain MRI Segmentation

R. El Jurdi, G. Varoquaux, O. Colliot

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

2502.02771 2025-02-06 physics.med-ph cs.CV cs.LG eess.IV stat.AP 85%

When are Diffusion Priors Helpful in Sparse Reconstruction? A Study with Sparse-view CT

Matt Y. Cheung, Sophia Zorek, Tucker J. Netherton, Laurence E. Court, Sadeer Al-Kindi, Ashok Veeraraghavan, Guha Balakrishnan

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

Comments Accepted at IEEE ISBI 2025, 5 pages, 2 figures, 1 table

2501.04794 2025-01-13 eess.IV cs.CV cs.LG 85%

A Steerable Deep Network for Model-Free Diffusion MRI Registration

Gianfranco Cortes, Xiaoda Qu, Baba C. Vemuri

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

Comments Coauthor was inadvertently left out. This is now corrected

2501.03526 2025-01-08 eess.IV cs.CV cs.LG 85%

FgC2F-UDiff: Frequency-guided and Coarse-to-fine Unified Diffusion Model for Multi-modality Missing MRI Synthesis

Xiaojiao Xiao, Qinmin Vivian Hu, Guanghui Wang

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

Journal ref IEEE Transactions on Computational Imaging, 2024

2406.18327 2025-01-03 eess.IV cs.CV cs.LG 85%

Multi-modal Evidential Fusion Network for Trustworthy PET/CT Tumor Segmentation

Yuxuan Qi, Li Lin, Jiajun Wang, Bin Zhang, Jingya Zhang

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

2412.17258 2024-12-24 cs.LG cs.CV eess.IV 85%

An Intrinsically Explainable Approach to Detecting Vertebral Compression Fractures in CT Scans via Neurosymbolic Modeling

Blanca Inigo, Yiqing Shen, Benjamin D. Killeen, Michelle Song, Axel Krieger, Christopher Bradley, Mathias Unberath

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

2412.06507 2024-12-10 eess.IV cs.CV cs.LG 85%

BATseg: Boundary-aware Multiclass Spinal Cord Tumor Segmentation on 3D MRI Scans

Hongkang Song, Zihui Zhang, Yanpeng Zhou, Jie Hu, Zishuo Wang, Hou Him Chan, Chon Lok Lei, Chen Xu, Yu Xin, Bo Yang

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

Comments ECCV 2024 Workshop on BioImage Computing. Code and data are available at: https://github.com/vLAR-group/BATseg

2412.06445 2024-12-10 eess.IV cs.CV cs.LG 85%

Echocardiography to Cardiac MRI View Transformation for Real-Time Blind Restoration

Ilke Adalioglu, Serkan Kiranyaz, Mete Ahishali, Aysen Degerli, Tahir Hamid, Rahmat Ghaffar, Ridha Hamila, Moncef Gabbouj

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

Comments 18 pages, 42 figures

2412.04296 2024-12-06 eess.IV cs.CV cs.LG 85%

Structure-Aware Stylized Image Synthesis for Robust Medical Image Segmentation

Jie Bao, Zhixin Zhou, Wen Jung Li, Rui Luo

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

2411.15656 2024-11-26 eess.IV cs.CV cs.LG 85%

Machine-agnostic Automated Lumbar MRI Segmentation using a Cascaded Model Based on Generative Neurons

Promit Basak, Rusab Sarmun, Saidul Kabir, Israa Al-Hashimi, Enamul Hoque Bhuiyan, Anwarul Hasan, Muhammad Salman Khan, Muhammad E. H. Chowdhury

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

Comments 19 Pages, 11 Figures, Expert Systems with Applications, 2024

2411.15084 2024-11-25 eess.IV cs.CV cs.LG 85%

Leapfrog Latent Consistency Model (LLCM) for Medical Images Generation

Lakshmikar R. Polamreddy, Kalyan Roy, Sheng-Han Yueh, Deepshikha Mahato, Shilpa Kuppili, Jialu Li, Youshan Zhang

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

Comments Total 16 pages including 5 figures and 36 references

2411.10755 2024-11-20 eess.IV cs.CV cs.LG 85%

Diffusion-Based Semantic Segmentation of Lumbar Spine MRI Scans of Lower Back Pain Patients

Maria Monzon, Thomas Iff, Ender Konukoglu, Catherine R. Jutzeler

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

Comments Findings paper presented at Machine Learning for Health (ML4H) symposium 2024, December 15-16, 2024, Vancouver, Canada, 5 pages

2411.07601 2024-11-13 eess.IV cs.CV cs.LG 85%

SegQC: a segmentation network-based framework for multi-metric segmentation quality control and segmentation error detection in volumetric medical images

Bella Specktor-Fadida, Liat Ben-Sira, Dafna Ben-Bashat, Leo Joskowicz

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

Comments 28 pages, 9 figures

2411.05456 2024-11-11 eess.IV cs.CV cs.LG 85%

Comparative Study of Probabilistic Atlas and Deep Learning Approaches for Automatic Brain Tissue Segmentation from MRI Using N4 Bias Field Correction and Anisotropic Diffusion Pre-processing Techniques

Mohammad Imran Hossain, Muhammad Zain Amin, Daniel Tweneboah Anyimadu, Taofik Ahmed Suleiman

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

2401.09980 2024-11-08 eess.IV cs.CV cs.LG 85%

A Comparative Analysis of U-Net-based models for Segmentation of Cardiac MRI

Ketan Suhaas Saichandran

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

2403.02544 2024-10-27 eess.IV cs.CV cs.LG 85%

Coronary artery segmentation in non-contrast calcium scoring CT images using deep learning

Mariusz Bujny, Katarzyna Jesionek, Jakub Nalepa, Karol Miszalski-Jamka, Katarzyna Widawka-Żak, Sabina Wolny, Marcin Kostur

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

Comments This work has been submitted to the IEEE for possible publication

2303.09038 2024-10-22 cs.CL cs.AI physics.med-ph 85%

Translating Radiology Reports into Plain Language using ChatGPT and GPT-4 with Prompt Learning: Promising Results, Limitations, and Potential

Qing Lyu, Josh Tan, Michael E. Zapadka, Janardhana Ponnatapura, Chuang Niu, Kyle J. Myers, Ge Wang, Christopher T. Whitlow

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

2410.12542 2024-10-17 eess.IV cs.CV cs.LG 85%

Evaluating Utility of Memory Efficient Medical Image Generation: A Study on Lung Nodule Segmentation

Kathrin Khadra, Utku Türkbey

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

2212.07050 2024-10-14 cs.LG cs.CV eess.IV 85%

Significantly improving zero-shot X-ray pathology classification via fine-tuning pre-trained image-text encoders

Jongseong Jang, Daeun Kyung, Seung Hwan Kim, Honglak Lee, Kyunghoon Bae, Edward Choi

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

Journal ref Sci Rep 14, 23199 (2024)

2312.15064 2024-10-08 eess.IV cs.AI cs.CV cs.LG 85%

Joint Self-Supervised and Supervised Contrastive Learning for Multimodal MRI Data: Towards Predicting Abnormal Neurodevelopment

Zhiyuan Li, Hailong Li, Anca L. Ralescu, Jonathan R. Dillman, Mekibib Altaye, Kim M. Cecil, Nehal A. Parikh, Lili He

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

Comments 35 pages. Submitted to journal

Journal ref Artificial Intelligence in Medicine, Volume 157, 2024, 102993

2408.15355 2024-08-29 eess.IV cs.CV cs.LG 85%

Optimizing Lung Cancer Detection in CT Imaging: A Wavelet Multi-Layer Perceptron (WMLP) Approach Enhanced by Dragonfly Algorithm (DA)

Bitasadat Jamshidi, Nastaran Ghorbani, Mohsen Rostamy-Malkhalifeh

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

2406.01191 2024-08-26 eess.IV cs.CV cs.LG 85%

S-CycleGAN: Semantic Segmentation Enhanced CT-Ultrasound Image-to-Image Translation for Robotic Ultrasonography

Yuhan Song, Nak Young Chong

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

Comments This paper is accepted by 2024 IEEE International Conference on Cyborg and Bionic Systems

2407.20387 2024-07-31 eess.IV cs.CV cs.LG 85%

Two-Phase Segmentation Approach for Accurate Left Ventricle Segmentation in Cardiac MRI using Machine Learning

Maria Tamoor, Abbas Raza Ali, Philemon Philip, Ruqqayia Adil, Rabia Shahid, Asma Naseer

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

2407.10630 2024-07-16 eess.IV cs.CV cs.LG 85%

Brain Tumor Classification From MRI Images Using Machine Learning

Vidhyapriya Ranganathan, Celshiya Udaiyar, Jaisree Jayanth, Meghaa P, Srija B, Uthra S

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

2405.18267 2024-07-16 eess.IV cs.CV cs.LG 85%

CT-based brain ventricle segmentation via diffusion Schrödinger Bridge without target domain ground truths

Reihaneh Teimouri, Marta Kersten-Oertel, Yiming Xiao

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

Comments Early acceptance at MICCAI2024

2407.07015 2024-07-10 cs.HC cs.MM cs.SD eess.AS 85%

A Framework for Multimodal Medical Image Interaction

Laura Schütz, Sasan Matinfar, Gideon Schafroth, Navid Navab, Merle Fairhurst, Arthur Wagner, Benedikt Wiestler, Ulrich Eck, Nassir Navab

专题命中医学影像：medical image(title,abstract)；MRI(abstract)；diagnosis(abstract)

Comments Accepted for publication in IEEE TVCG; presentation at IEEE ISMAR 2024

2402.10609 2024-07-08 eess.IV cs.CV cs.LG 85%

MRPD: Undersampled MRI reconstruction by prompting a large latent diffusion model

Ziqi Gao, S. Kevin Zhou

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

Comments 10 pages, 5 figures, 7 tables, 1 pseudocode

1. 医学影像 22694 篇

Simulating Dynamic Tumor Contrast Enhancement in Breast MRI using Conditional Generative Adversarial Networks

Light Weight CNN for classification of Brain Tumors from MRI Images

A Deep Bayesian Convolutional Spiking Neural Network-based CAD system with Uncertainty Quantification for Medical Images Classification

Confidence Intervals for Performance Estimates in Brain MRI Segmentation

When are Diffusion Priors Helpful in Sparse Reconstruction? A Study with Sparse-view CT

A Steerable Deep Network for Model-Free Diffusion MRI Registration

FgC2F-UDiff: Frequency-guided and Coarse-to-fine Unified Diffusion Model for Multi-modality Missing MRI Synthesis

Multi-modal Evidential Fusion Network for Trustworthy PET/CT Tumor Segmentation

An Intrinsically Explainable Approach to Detecting Vertebral Compression Fractures in CT Scans via Neurosymbolic Modeling

BATseg: Boundary-aware Multiclass Spinal Cord Tumor Segmentation on 3D MRI Scans

Echocardiography to Cardiac MRI View Transformation for Real-Time Blind Restoration

Structure-Aware Stylized Image Synthesis for Robust Medical Image Segmentation

Machine-agnostic Automated Lumbar MRI Segmentation using a Cascaded Model Based on Generative Neurons

Leapfrog Latent Consistency Model (LLCM) for Medical Images Generation

Diffusion-Based Semantic Segmentation of Lumbar Spine MRI Scans of Lower Back Pain Patients

SegQC: a segmentation network-based framework for multi-metric segmentation quality control and segmentation error detection in volumetric medical images

Comparative Study of Probabilistic Atlas and Deep Learning Approaches for Automatic Brain Tissue Segmentation from MRI Using N4 Bias Field Correction and Anisotropic Diffusion Pre-processing Techniques

A Comparative Analysis of U-Net-based models for Segmentation of Cardiac MRI

Coronary artery segmentation in non-contrast calcium scoring CT images using deep learning

Translating Radiology Reports into Plain Language using ChatGPT and GPT-4 with Prompt Learning: Promising Results, Limitations, and Potential

Evaluating Utility of Memory Efficient Medical Image Generation: A Study on Lung Nodule Segmentation

Significantly improving zero-shot X-ray pathology classification via fine-tuning pre-trained image-text encoders

Joint Self-Supervised and Supervised Contrastive Learning for Multimodal MRI Data: Towards Predicting Abnormal Neurodevelopment

Optimizing Lung Cancer Detection in CT Imaging: A Wavelet Multi-Layer Perceptron (WMLP) Approach Enhanced by Dragonfly Algorithm (DA)

S-CycleGAN: Semantic Segmentation Enhanced CT-Ultrasound Image-to-Image Translation for Robotic Ultrasonography

Two-Phase Segmentation Approach for Accurate Left Ventricle Segmentation in Cardiac MRI using Machine Learning

Brain Tumor Classification From MRI Images Using Machine Learning

CT-based brain ventricle segmentation via diffusion Schrödinger Bridge without target domain ground truths

A Framework for Multimodal Medical Image Interaction

MRPD: Undersampled MRI reconstruction by prompting a large latent diffusion model