医学 AI - arXivDaily 专题

2402.08159 2025-02-25 eess.IV cs.CV 84%

PFCM: Poisson flow consistency models for low-dose CT image denoising

Dennis Hein, Grant Stevens, Adam Wang, Ge Wang

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

2502.09688 2025-02-17 cs.CV cs.AI cs.LG 84%

Towards Virtual Clinical Trials of Radiology AI with Conditional Generative Modeling

Benjamin D. Killeen, Bohua Wan, Aditya V. Kulkarni, Nathan Drenkow, Michael Oberst, Paul H. Yi, Mathias Unberath

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

Comments 35 pages

2411.13198 2025-02-17 eess.IV cs.CV 84%

Intensity-Spatial Dual Masked Autoencoder for Multi-Scale Feature Learning in Chest CT Segmentation

Yuexing Ding, Jun Wang, Hongbing Lyu

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

Comments During further verification, we found that due to operational errors, a small number of images in the dataset used for training appeared in the validation set, which led to inaccurate main conclusions. We are correcting these problems and plan to withdraw this paper.

2502.06615 2025-02-11 cs.CV eess.IV 84%

Multi-Scale Feature Fusion with Image-Driven Spatial Integration for Left Atrium Segmentation from Cardiac MRI Images

Bipasha Kundu, Zixin Yang, Richard Simon, Cristian Linte

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

2502.03825 2025-02-07 eess.IV cs.CR cs.CV 84%

Synthetic Poisoning Attacks: The Impact of Poisoned MRI Image on U-Net Brain Tumor Segmentation

Tianhao Li, Tianyu Zeng, Yujia Zheng, Chulong Zhang, Jingyu Lu, Haotian Huang, Chuangxin Chu, Fang-Fang Yin, Zhenyu Yang

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

2502.02024 2025-02-05 eess.IV cs.CV 84%

UD-Mamba: A pixel-level uncertainty-driven Mamba model for medical image segmentation

Weiren Zhao, Feng Wang, Yanran Wang, Yutong Xie, Qi Wu, Yuyin Zhou

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

Comments 19 pages

2404.08748 2025-02-04 eess.IV cs.CV physics.med-ph 84%

Multibranch Generative Models for Multichannel Imaging with an Application to PET/CT Synergistic Reconstruction

Noel Jeffrey Pinton, Alexandre Bousse, Catherine Cheze-Le-Rest, Dimitris Visvikis

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

Comments 12 pages, 17 figures, 2 tables, submitted to IEEE TRPMS

2502.00253 2025-02-04 eess.IV cs.CV 84%

Patch Triplet Similarity Purification for Guided Real-World Low-Dose CT Image Denoising

Junhao Long, Fengwei Yang, Juncheng Yan, Baoping Zhang, Chao Jin, Jian Yang, Changliang Zou, Jun Xu

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

2501.15610 2025-01-28 eess.IV cs.CV 84%

Radiologist-in-the-Loop Self-Training for Generalizable CT Metal Artifact Reduction

Chenglong Ma, Zilong Li, Yuanlin Li, Jing Han, Junping Zhang, Yi Zhang, Jiannan Liu, Hongming Shan

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

Comments IEEE TMI 2025

2409.01596 2025-01-28 cs.CV cs.AI cs.LG 84%

Synthesizing Late-Stage Contrast Enhancement in Breast MRI: A Comprehensive Pipeline Leveraging Temporal Contrast Enhancement Dynamics

Ruben D. Fonnegra, Maria Liliana Hernández, Juan C. Caicedo, Gloria M. Díaz

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

2501.14514 2025-01-27 cs.CV cs.LG 84%

PARASIDE: An Automatic Paranasal Sinus Segmentation and Structure Analysis Tool for MRI

Hendrik Möller, Lukas Krautschick, Matan Atad, Robert Graf, Chia-Jung Busch, Achim Beule, Christian Scharf, Lars Kaderali, Bjoern Menze, Daniel Rueckert, Jan Kirschke, Fabian Schwitzing

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

2501.14013 2025-01-27 eess.IV cs.AI cs.CV 84%

Leveraging Multiphase CT for Quality Enhancement of Portal Venous CT: Utility for Pancreas Segmentation

Xinya Wang, Tejas Sudharshan Mathai, Boah Kim, Ronald M. Summers

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

Comments ISBI 2025

2402.01034 2025-01-22 eess.IV cs.CV 84%

VIS-MAE: An Efficient Self-supervised Learning Approach on Medical Image Segmentation and Classification

Zelong Liu, Andrew Tieu, Nikhil Patel, Georgios Soultanidis, Louisa Deyer, Ying Wang, Sean Huver, Alexander Zhou, Yunhao Mei, Zahi A. Fayad, Timothy Deyer, Xueyan Mei

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

Comments Accepted at MLMI@MICCAI (Workshop on Machine Learning in Medical Imaging at MICCAI 2024))

Journal ref 15th International Workshop, MLMI 2024, Held in Conjunction with MICCAI 2024

2501.09999 2025-01-20 cs.CV cs.AI eess.IV 84%

Deep Learning for Early Alzheimer Disease Detection with MRI Scans

Mohammad Rafsan, Tamer Oraby, Upal Roy, Sanjeev Kumar, Hansapani Rodrigo

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

2407.10377 2025-01-17 eess.IV cs.AI cs.CV 84%

Enhanced Masked Image Modeling to Avoid Model Collapse on Multi-modal MRI Datasets

Linxuan Han, Sa Xiao, Zimeng Li, Haidong Li, Xiuchao Zhao, Yeqing Han, Fumin Guo, Xin Zhou

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

Comments This work has been submitted to the lEEE for possible publication. copyright may be transferred without notice, after which this version may no longer be accessible

2501.06887 2025-01-14 cs.CV cs.AI cs.ET cs.LG 84%

MedGrad E-CLIP: Enhancing Trust and Transparency in AI-Driven Skin Lesion Diagnosis

Sadia Kamal, Tim Oates

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

Comments Accepted to 2025 IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACVW)

2501.04284 2025-01-10 cs.CV cs.LG 84%

ContextMRI: Enhancing Compressed Sensing MRI through Metadata Conditioning

Hyungjin Chung, Dohun Lee, Zihui Wu, Byung-Hoon Kim, Katherine L. Bouman, Jong Chul Ye

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

Comments 29 pages, 9 figures. Code is available at https://github.com/DoHunLee1/ContextMRI

2501.02867 2025-01-08 eess.IV cs.CV 84%

Diff-Lung: Diffusion-Based Texture Synthesis for Enhanced Pathological Tissue Segmentation in Lung CT Scans

Rezkellah Noureddine Khiati, Pierre-Yves Brillet, Radu Ispas, Catalin Fetita

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

Comments accepted at ISBI 2025

2501.02895 2025-01-07 eess.IV cs.CV 84%

Region of Interest based Medical Image Compression

Utkarsh Prakash Srivastava, Toshiaki Fujii

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

Comments 8 pages, 7 figures

2501.02428 2025-01-07 eess.IV cs.CV 84%

Framework for lung CT image segmentation based on UNet++

Hao Ziang, Jingsi Zhang, Lixian Li

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

2408.05705 2025-01-07 eess.IV cs.AI cs.CV 84%

TC-KANRecon: High-Quality and Accelerated MRI Reconstruction via Adaptive KAN Mechanisms and Intelligent Feature Scaling

Ruiquan Ge, Xiao Yu, Yifei Chen, Guanyu Zhou, Fan Jia, Shenghao Zhu, Junhao Jia, Chenyan Zhang, Yifei Sun, Dong Zeng, Changmiao Wang, Qiegen Liu, Shanzhou Niu

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

Comments 11 pages, 3 figures

2412.20235 2024-12-31 eess.IV cs.CV 84%

Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study

Md. Zehan Alam, Tonmoy Roy, H. M. Nahid Kawsar, Iffat Rimi

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

Comments Accepted in 27th International Conference on Computer and Information Technology (ICCIT) 2024

2412.10452 2024-12-17 eess.IV cs.AI cs.CV 84%

Structurally Consistent MRI Colorization using Cross-modal Fusion Learning

Mayuri Mathur, Anav Chaudhary, Saurabh Kumar Gupta, Ojaswa Sharma

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

Comments 9 pages, 6 figures, 2 Tables

2409.13094 2024-12-17 eess.IV cs.AI cs.CV 84%

DenoMamba: A fused state-space model for low-dose CT denoising

Şaban Öztürk, Oğuz Can Duran, Tolga Çukur

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

2411.07941 2024-12-12 eess.IV cs.AI cs.CV 84%

DuoLift-GAN:Reconstructing CT from Single-view and Biplanar X-Rays with Generative Adversarial Networks

Zhaoxi Zhang, Yueliang Ying

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

Comments 9 pages, LaTeX; removed the superscript numbers associated with the authors' names for clarity, typos corrected

2410.21302 2024-12-12 cs.CV cs.LG 84%

Domain-Adaptive Pre-training of Self-Supervised Foundation Models for Medical Image Classification in Gastrointestinal Endoscopy

Marcel Roth, Micha V. Nowak, Adrian Krenzer, Frank Puppe

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

2412.07387 2024-12-11 eess.IV cs.AI cs.CV 84%

Enhanced MRI Representation via Cross-series Masking

Churan Wang, Fei Gao, Lijun Yan, Siwen Wang, Yizhou Yu, Yizhou Wang

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

2410.02550 2024-12-11 eess.IV cs.CV 84%

NestedMorph: Enhancing Deformable Medical Image Registration with Nested Attention Mechanisms

Gurucharan Marthi Krishna Kumar, Janine Mendola, Amir Shmuel

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

Comments Accepted to IEEE/CVF Winter Conference on Applications of Computer Vision 2025

2310.08598 2024-12-10 eess.IV cs.AI cs.CV 84%

Domain Generalization for Medical Image Analysis: A Review

Jee Seok Yoon, Kwanseok Oh, Yooseung Shin, Maciej A. Mazurowski, Heung-Il Suk

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

Journal ref Proceedings of the IEEE, Volume 112, Issue 10, 2024

2412.02920 2024-12-05 eess.IV cs.CV physics.med-ph 84%

Assessing the performance of CT image denoisers using Laguerre-Gauss Channelized Hotelling Observer for lesion detection

Prabhat Kc, Rongping Zeng

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

Comments 2 pages, 2024 IEEE Nuclear Science Symposium (NSS), Medical Imaging Conference (MIC) and Room Temperature Semiconductor Detector Conference (RTSD)

Journal ref 2024 IEEE NSS MIC RTSD, Tampa, FL, USA, 2024, pp. 1-2

1. 医学影像 22709 篇

PFCM: Poisson flow consistency models for low-dose CT image denoising

Towards Virtual Clinical Trials of Radiology AI with Conditional Generative Modeling

Intensity-Spatial Dual Masked Autoencoder for Multi-Scale Feature Learning in Chest CT Segmentation

Multi-Scale Feature Fusion with Image-Driven Spatial Integration for Left Atrium Segmentation from Cardiac MRI Images

Synthetic Poisoning Attacks: The Impact of Poisoned MRI Image on U-Net Brain Tumor Segmentation

UD-Mamba: A pixel-level uncertainty-driven Mamba model for medical image segmentation

Multibranch Generative Models for Multichannel Imaging with an Application to PET/CT Synergistic Reconstruction

Patch Triplet Similarity Purification for Guided Real-World Low-Dose CT Image Denoising

Radiologist-in-the-Loop Self-Training for Generalizable CT Metal Artifact Reduction

Synthesizing Late-Stage Contrast Enhancement in Breast MRI: A Comprehensive Pipeline Leveraging Temporal Contrast Enhancement Dynamics

PARASIDE: An Automatic Paranasal Sinus Segmentation and Structure Analysis Tool for MRI

Leveraging Multiphase CT for Quality Enhancement of Portal Venous CT: Utility for Pancreas Segmentation

VIS-MAE: An Efficient Self-supervised Learning Approach on Medical Image Segmentation and Classification

Deep Learning for Early Alzheimer Disease Detection with MRI Scans

Enhanced Masked Image Modeling to Avoid Model Collapse on Multi-modal MRI Datasets

MedGrad E-CLIP: Enhancing Trust and Transparency in AI-Driven Skin Lesion Diagnosis

ContextMRI: Enhancing Compressed Sensing MRI through Metadata Conditioning

Diff-Lung: Diffusion-Based Texture Synthesis for Enhanced Pathological Tissue Segmentation in Lung CT Scans

Region of Interest based Medical Image Compression

Framework for lung CT image segmentation based on UNet++

TC-KANRecon: High-Quality and Accelerated MRI Reconstruction via Adaptive KAN Mechanisms and Intelligent Feature Scaling

Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study

Structurally Consistent MRI Colorization using Cross-modal Fusion Learning

DenoMamba: A fused state-space model for low-dose CT denoising

DuoLift-GAN:Reconstructing CT from Single-view and Biplanar X-Rays with Generative Adversarial Networks

Domain-Adaptive Pre-training of Self-Supervised Foundation Models for Medical Image Classification in Gastrointestinal Endoscopy

Enhanced MRI Representation via Cross-series Masking

NestedMorph: Enhancing Deformable Medical Image Registration with Nested Attention Mechanisms

Domain Generalization for Medical Image Analysis: A Review

Assessing the performance of CT image denoisers using Laguerre-Gauss Channelized Hotelling Observer for lesion detection