医学 AI - arXivDaily 专题

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

2407.02625 2024-07-04 eess.IV cs.CV cs.LG 85%

Lung-CADex: Fully automatic Zero-Shot Detection and Classification of Lung Nodules in Thoracic CT Images

Furqan Shaukat, Syed Muhammad Anwar, Abhijeet Parida, Van Khanh Lam, Marius George Linguraru, Mubarak Shah

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

2406.17173 2024-06-28 eess.IV cs.CV cs.LG 85%

Diff3Dformer: Leveraging Slice Sequence Diffusion for Enhanced 3D CT Classification with Transformer Networks

Zihao Jin, Yingying Fang, Jiahao Huang, Caiwen Xu, 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 conference

2406.16322 2024-06-25 eess.IV cs.CV cs.LG 85%

Lesion-Aware Cross-Phase Attention Network for Renal Tumor Subtype Classification on Multi-Phase CT Scans

Kwang-Hyun Uhm, Seung-Won Jung, Sung-Hoo Hong, Sung-Jea Ko

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

Comments This article has been accepted for publication in Computers in Biology and Medicine

Journal ref Computers in Biology and Medicine, 108746, 2024

2405.15517 2024-06-19 eess.IV cs.CV cs.LG 85%

Erase to Enhance: Data-Efficient Machine Unlearning in MRI Reconstruction

Yuyang Xue, Jingshuai Liu, Steven McDonagh, Sotirios A. Tsaftaris

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

Comments The paper is accpeted by MIDL 2024

2405.10004 2024-06-19 eess.IV cs.CV cs.LG 85%

ROCOv2: Radiology Objects in COntext Version 2, an Updated Multimodal Image Dataset

Johannes Rückert, Louise Bloch, Raphael Brüngel, Ahmad Idrissi-Yaghir, Henning Schäfer, Cynthia S. Schmidt, Sven Koitka, Obioma Pelka, Asma Ben Abacha, Alba G. Seco de Herrera, Henning Müller, Peter A. Horn, Felix Nensa, Christoph M. Friedrich

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

Comments Accepted for Scientific Data

2406.02653 2024-06-06 eess.IV cs.AI cs.CV cs.LG 85%

Pancreatic Tumor Segmentation as Anomaly Detection in CT Images Using Denoising Diffusion Models

Reza Babaei, Samuel Cheng, Theresa Thai, Shangqing Zhao

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

2406.01736 2024-06-05 physics.med-ph 85%

Intensity Normalization Techniques and Their Effect on the Robustness and Predictive Power of Breast MRI Radiomics

Florian Schwarzhans, Geevarghese George, Lorena Escudero Sanchez, Olgica Zaric, Jean E Abraham, Ramona Woitek, Sepideh Hatamikia

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

2405.16850 2024-05-28 eess.IV cs.CV cs.LG 85%

UniCompress: Enhancing Multi-Data Medical Image Compression with Knowledge Distillation

Runzhao Yang, Yinda Chen, Zhihong Zhang, Xiaoyu Liu, Zongren Li, Kunlun He, Zhiwei Xiong, Jinli Suo, Qionghai Dai

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

2405.09594 2024-05-17 eess.IV cs.CV cs.LG 85%

Learning Generalized Medical Image Representations through Image-Graph Contrastive Pretraining

Sameer Khanna, Daniel Michael, Marinka Zitnik, Pranav Rajpurkar

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

Comments Accepted into Machine Learning for Health (ML4H) 2023

2312.12880 2024-05-17 eess.IV cs.CV cs.LG 85%

Testing the Segment Anything Model on radiology data

José Guilherme de Almeida, Nuno M. Rodrigues, Sara Silva, Nickolas Papanikolaou

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

2309.10153 2024-05-13 eess.IV cs.CV cs.LG 85%

Preserving Tumor Volumes for Unsupervised Medical Image Registration

Qihua Dong, Hao Du, Ying Song, Yan Xu, Jing Liao

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

Comments ICCV 2023 Poster

2405.00130 2024-05-02 eess.IV cs.CV cs.LG 85%

A Flexible 2.5D Medical Image Segmentation Approach with In-Slice and Cross-Slice Attention

Amarjeet Kumar, Hongxu Jiang, Muhammad Imran, Cyndi Valdes, Gabriela Leon, Dahyun Kang, Parvathi Nataraj, Yuyin Zhou, Michael D. Weiss, Wei Shao

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

2404.09761 2024-04-16 eess.IV cs.CV cs.LG 85%

Deep Learning-Based Segmentation of Tumors in PET/CT Volumes: Benchmark of Different Architectures and Training Strategies

Monika Górka, Daniel Jaworek, Marek Wodzinski

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

2403.18514 2024-03-28 eess.IV cs.CV cs.LG 85%

CT-3DFlow : Leveraging 3D Normalizing Flows for Unsupervised Detection of Pathological Pulmonary CT scans

Aissam Djahnine, Alexandre Popoff, Emilien Jupin-Delevaux, Vincent Cottin, Olivier Nempont, Loic Boussel

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

1. 医学影像 22596 篇

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

Lung-CADex: Fully automatic Zero-Shot Detection and Classification of Lung Nodules in Thoracic CT Images

Diff3Dformer: Leveraging Slice Sequence Diffusion for Enhanced 3D CT Classification with Transformer Networks

Lesion-Aware Cross-Phase Attention Network for Renal Tumor Subtype Classification on Multi-Phase CT Scans

Erase to Enhance: Data-Efficient Machine Unlearning in MRI Reconstruction

ROCOv2: Radiology Objects in COntext Version 2, an Updated Multimodal Image Dataset

Pancreatic Tumor Segmentation as Anomaly Detection in CT Images Using Denoising Diffusion Models

Intensity Normalization Techniques and Their Effect on the Robustness and Predictive Power of Breast MRI Radiomics

UniCompress: Enhancing Multi-Data Medical Image Compression with Knowledge Distillation

Learning Generalized Medical Image Representations through Image-Graph Contrastive Pretraining

Testing the Segment Anything Model on radiology data

Preserving Tumor Volumes for Unsupervised Medical Image Registration

A Flexible 2.5D Medical Image Segmentation Approach with In-Slice and Cross-Slice Attention

Deep Learning-Based Segmentation of Tumors in PET/CT Volumes: Benchmark of Different Architectures and Training Strategies

CT-3DFlow : Leveraging 3D Normalizing Flows for Unsupervised Detection of Pathological Pulmonary CT scans