医学 AI - arXivDaily 专题

2405.09191 2024-12-11 cs.CR cs.MM 82%

QMedShield: A Novel Quantum Chaos-based Image Encryption Scheme for Secure Medical Image Storage in the Cloud

Arun Amaithi Rajan, Vetriselvi V

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

Comments 20 pages, 17 Figures, 9 Tables

Journal ref 2024

2412.06828 2024-12-11 cs.CL cs.AI 82%

Enhancing LLMs for Impression Generation in Radiology Reports through a Multi-Agent System

Fang Zeng, Zhiliang Lyu, Quanzheng Li, Xiang Li

专题命中医学影像：radiology(title,abstract)；healthcare AI(abstract)

2412.06610 2024-12-10 physics.med-ph 82%

MRI-based Head and Neck Tumor Segmentation Using nnU-Net with 15-fold Cross-Validation Ensemble

Frank N. Mol, Luuk van der Hoek, Baoqiang Ma, Bharath Chowdhary Nagam, Nanna M. Sijtsema, Lisanne V. van Dijk, Kerstin Bunte, Rifka Vlijm, Peter M. A. van Ooijen

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

2412.06045 2024-12-10 eess.IV cs.CV cs.LG 82%

Dilated Balanced Cross Entropy Loss for Medical Image Segmentation

Seyed Mohsen Hosseini, Mahdieh Soleymani Baghshah

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

2411.14353 2024-12-09 eess.IV cs.CV cs.LG 82%

Enhancing Medical Image Segmentation with Deep Learning and Diffusion Models

Houze Liu, Tong Zhou, Yanlin Xiang, Aoran Shen, Jiacheng Hu, Junliang Du

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

Comments After a peer review process for a journal submission, we have been told the main conclusions presented in this paper have been proven previously by others. I believe the paper should be withdrawn

2311.10162 2024-12-06 eess.IV cs.CV cs.LG physics.med-ph 82%

Learning to Reconstruct Accelerated MRI Through K-space Cold Diffusion without Noise

Guoyao Shen, Mengyu Li, Chad W. Farris, Stephan Anderson, Xin Zhang

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

Comments 21 pages, 5 figures, 4 tables

2412.02294 2024-12-04 eess.IV cs.AI cs.CV cs.LG 82%

Initial Study On Improving Segmentation By Combining Preoperative CT And Intraoperative CBCT Using Synthetic Data

Maximilian E. Tschuchnig, Philipp Steininger, Michael Gadermayr

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

Comments Accepted at BVM 2025. arXiv admin note: text overlap with arXiv:2406.11650

2412.00372 2024-12-03 cs.HC cs.AI 82%

2-Factor Retrieval for Improved Human-AI Decision Making in Radiology

Jim Solomon, Laleh Jalilian, Alexander Vilesov, Meryl Mathew, Tristan Grogan, Arash Bedayat, Achuta Kadambi

专题命中医学影像：radiology(title)；medical AI(abstract)；pathology(abstract)

2203.06431 2024-11-26 physics.med-ph cs.CV cs.LG eess.IV 82%

Deep learning-based conditional inpainting for restoration of artifact-affected 4D CT images

Frederic Madesta, Thilo Sentker, Tobias Gauer, Rene Werner

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

Comments 13 pages

Journal ref Medical Physics. 2024;51(5):3437-3454

2411.14752 2024-11-25 eess.IV cs.CV cs.LG 82%

Comparative Analysis of nnUNet and MedNeXt for Head and Neck Tumor Segmentation in MRI-guided Radiotherapy

Nikoo Moradi, André Ferreira, Behrus Puladi, Jens Kleesiek, Emad Fatemizadeh, Gijs Luijten, Victor Alves, Jan Egger

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

Comments 15 pages, 3 figures

2406.17804 2024-11-25 physics.med-ph cs.AI cs.CV cs.LG eess.IV 82%

A Review of Electromagnetic Elimination Methods for low-field portable MRI scanner

Wanyu Bian, Panfeng Li, Mengyao Zheng, Chihang Wang, Anying Li, Ying Li, Haowei Ni, Zixuan Zeng

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

Comments Accepted by 2024 5th International Conference on Machine Learning and Computer Application

Journal ref Proceedings of the 2024 5th International Conference on Machine Learning and Computer Application (ICMLCA), 2024, pp. 614-618

2406.11636 2024-11-20 eess.IV cs.CV cs.LG 82%

Feasibility of Federated Learning from Client Databases with Different Brain Diseases and MRI Modalities

Felix Wagner, Wentian Xu, Pramit Saha, Ziyun Liang, Daniel Whitehouse, David Menon, Virginia Newcombe, Natalie Voets, J. Alison Noble, Konstantinos Kamnitsas

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

Comments Accepted as a conference paper at WACV 2025

2411.10772 2024-11-19 eess.IV cs.AI cs.CV cs.LG stat.ML 82%

MRI Parameter Mapping via Gaussian Mixture VAE: Breaking the Assumption of Independent Pixels

Moucheng Xu, Yukun Zhou, Tobias Goodwin-Allcock, Kimia Firoozabadi, Joseph Jacob, Daniel C. Alexander, Paddy J. Slator

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

Comments NeurIPS 2024 Workshop in Machine Learning and the Physical Sciences

2407.12176 2024-11-18 cs.CY cs.AI cs.CL 82%

GPT-4V Cannot Generate Radiology Reports Yet

Yuyang Jiang, Chacha Chen, Dang Nguyen, Benjamin M. Mervak, Chenhao Tan

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

Comments 24 pages, 3 figures, code: https://github.com/ChicagoHAI/cxr-eval-gpt-4v Findings paper presented at Machine Learning for Health (ML4H) symposium 2024, December 15-16, 2024, Vancouver, Canada, 26 pages

2411.07348 2024-11-13 cs.LG cs.CV eess.IV 82%

Exploring Variational Autoencoders for Medical Image Generation: A Comprehensive Study

Khadija Rais, Mohamed Amroune, Abdelmadjid Benmachiche, Mohamed Yassine Haouam

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

Comments for associated mpeg file, see https://worldresearchlibrary.org/proceeding.php?pid=6945

2410.22866 2024-10-31 eess.IV cs.CV cs.LG 82%

Towards Population Scale Testis Volume Segmentation in DIXON MRI

Jan Ernsting, Phillip Nikolas Beeken, Lynn Ogoniak, Jacqueline Kockwelp, Tim Hahn, Alexander Siegfried Busch, Benjamin Risse

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

2410.09674 2024-10-31 eess.IV cs.CV cs.LG cs.NE 82%

EG-SpikeFormer: Eye-Gaze Guided Transformer on Spiking Neural Networks for Medical Image Analysis

Yi Pan, Hanqi Jiang, Junhao Chen, Yiwei Li, Huaqin Zhao, Yifan Zhou, Peng Shu, Zihao Wu, Zhengliang Liu, Dajiang Zhu, Xiang Li, Yohannes Abate, Tianming Liu

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

2403.05024 2024-10-30 eess.IV cs.CV cs.LG 82%

A Probabilistic Hadamard U-Net for MRI Bias Field Correction

Xin Zhu, Hongyi Pan, Yury Velichko, Adam B. Murphy, Ashley Ross, Baris Turkbey, Ahmet Enis Cetin, Ulas Bagci

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

2401.16039 2024-10-28 eess.IV cs.CV cs.LG 82%

Data-Driven Filter Design in FBP: Transforming CT Reconstruction with Trainable Fourier Series

Yipeng Sun, Linda-Sophie Schneider, Fuxin Fan, Mareike Thies, Mingxuan Gu, Siyuan Mei, Yuzhong Zhou, Siming Bayer, Andreas Maier

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

Comments accepted by 8th International Conference on Image Formation in X-Ray Computed Tomography, Bamberg, Germany

2311.13964 2024-10-28 eess.IV cs.AI cs.CV cs.HC cs.LG 82%

Deep Interactive Segmentation of Medical Images: A Systematic Review and Taxonomy

Zdravko Marinov, Paul F. Jäger, Jan Egger, Jens Kleesiek, Rainer Stiefelhagen

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

Comments 26 pages, 8 figures, 10 tables; Zdravko Marinov and Paul F. Jäger and co-first authors; This work has been submitted to the IEEE for possible publication

2211.05421 2024-10-28 eess.IV cs.CV cs.LG 82%

Improving Uncertainty-based Out-of-Distribution Detection for Medical Image Segmentation

Benjamin Lambert, Florence Forbes, Senan Doyle, Alan Tucholka, Michel Dojat

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

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

2404.03991 2024-10-27 eess.IV cs.CV cs.LG 82%

Towards Efficient and Accurate CT Segmentation via Edge-Preserving Probabilistic Downsampling

Shahzad Ali, Yu Rim Lee, Soo Young Park, Won Young Tak, Soon Ki Jung

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

Comments 5 pages (4 figures, 1 table); This work has been submitted to the IEEE Signal Processing Letters

2410.17814 2024-10-24 eess.IV cs.CV cs.LG 82%

Learning Lossless Compression for High Bit-Depth Volumetric Medical Image

Kai Wang, Yuanchao Bai, Daxin Li, Deming Zhai, Junjun Jiang, Xianming Liu

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

Comments 13 pages

2406.13305 2024-10-15 cs.AI 82%

Multimodal MRI Accurately Identifies Amyloid Status in Unbalanced Cohorts in Alzheimer's Disease Continuum

Giorgio Dolci, Charles A. Ellis, Federica Cruciani, Lorenza Brusini, Anees Abrol, Ilaria Boscolo Galazzo, Gloria Menegaz, Vince D. Calhoun

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

Comments 16 pages, 3 figures, provisionally accepted to a journal

2410.09071 2024-10-15 cs.CR cs.GR 82%

Using Steganography and Watermarking For Medical Image Integrity

Givon Zirkind

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

Comments 27 pages, 5 figures

2403.15103 2024-10-15 eess.IV cs.CV cs.LG 82%

Improving cross-domain brain tissue segmentation in fetal MRI with synthetic data

Vladyslav Zalevskyi, Thomas Sanchez, Margaux Roulet, Jordina Aviles Verddera, Jana Hutter, Hamza Kebiri, Meritxell Bach Cuadra

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

Comments 10 pages, 5 figures, 1 table

2403.11001 2024-10-10 eess.IV cs.CV cs.LG 82%

Topologically Faithful Multi-class Segmentation in Medical Images

Alexander H. Berger, Nico Stucki, Laurin Lux, Vincent Buergin, Suprosanna Shit, Anna Banaszak, Daniel Rueckert, Ulrich Bauer, Johannes C. Paetzold

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

Journal ref MICCAI 2024, Lecture Notes in Computer Science, vol. 15008, pp. 721-731, 2024

2410.06818 2024-10-10 cs.CV cs.AI cs.LG eess.IV 82%

An Improved Approach for Cardiac MRI Segmentation based on 3D UNet Combined with Papillary Muscle Exclusion

Narjes Benameur, Ramzi Mahmoudi, Mohamed Deriche, Amira fayouka, Imene Masmoudi, Nessrine Zoghlami

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

2309.15608 2024-10-08 eess.IV cs.CV cs.LG physics.med-ph 82%

NoSENSE: Learned unrolled cardiac MRI reconstruction without explicit sensitivity maps

Felix Frederik Zimmermann, Andreas Kofler

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

Comments Accepted at MICCAI STACOM 2023

2403.03849 2024-10-01 eess.IV cs.CV cs.LG 82%

MedMamba: Vision Mamba for Medical Image Classification

Yubiao Yue, Zhenzhang Li

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

1. 医学影像 22645 篇

QMedShield: A Novel Quantum Chaos-based Image Encryption Scheme for Secure Medical Image Storage in the Cloud

Enhancing LLMs for Impression Generation in Radiology Reports through a Multi-Agent System

MRI-based Head and Neck Tumor Segmentation Using nnU-Net with 15-fold Cross-Validation Ensemble

Dilated Balanced Cross Entropy Loss for Medical Image Segmentation

Enhancing Medical Image Segmentation with Deep Learning and Diffusion Models

Learning to Reconstruct Accelerated MRI Through K-space Cold Diffusion without Noise

Initial Study On Improving Segmentation By Combining Preoperative CT And Intraoperative CBCT Using Synthetic Data

2-Factor Retrieval for Improved Human-AI Decision Making in Radiology

Deep learning-based conditional inpainting for restoration of artifact-affected 4D CT images

Comparative Analysis of nnUNet and MedNeXt for Head and Neck Tumor Segmentation in MRI-guided Radiotherapy

A Review of Electromagnetic Elimination Methods for low-field portable MRI scanner

Feasibility of Federated Learning from Client Databases with Different Brain Diseases and MRI Modalities

MRI Parameter Mapping via Gaussian Mixture VAE: Breaking the Assumption of Independent Pixels

GPT-4V Cannot Generate Radiology Reports Yet

Exploring Variational Autoencoders for Medical Image Generation: A Comprehensive Study

Towards Population Scale Testis Volume Segmentation in DIXON MRI

EG-SpikeFormer: Eye-Gaze Guided Transformer on Spiking Neural Networks for Medical Image Analysis

A Probabilistic Hadamard U-Net for MRI Bias Field Correction

Data-Driven Filter Design in FBP: Transforming CT Reconstruction with Trainable Fourier Series

Deep Interactive Segmentation of Medical Images: A Systematic Review and Taxonomy

Improving Uncertainty-based Out-of-Distribution Detection for Medical Image Segmentation

Towards Efficient and Accurate CT Segmentation via Edge-Preserving Probabilistic Downsampling

Learning Lossless Compression for High Bit-Depth Volumetric Medical Image

Multimodal MRI Accurately Identifies Amyloid Status in Unbalanced Cohorts in Alzheimer's Disease Continuum

Using Steganography and Watermarking For Medical Image Integrity

Improving cross-domain brain tissue segmentation in fetal MRI with synthetic data

Topologically Faithful Multi-class Segmentation in Medical Images

An Improved Approach for Cardiac MRI Segmentation based on 3D UNet Combined with Papillary Muscle Exclusion

NoSENSE: Learned unrolled cardiac MRI reconstruction without explicit sensitivity maps

MedMamba: Vision Mamba for Medical Image Classification