医学 AI - arXivDaily 专题

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

2412.01973 2024-12-04 eess.IV cs.CV 84%

MPBD-LSTM: A Predictive Model for Colorectal Liver Metastases Using Time Series Multi-phase Contrast-Enhanced CT Scans

Xueyang Li, Han Xiao, Weixiang Weng, Xiaowei Xu, Yiyu Shi

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

Journal ref MICCAI 2023; vol 14225; page 379-388

2412.00787 2024-12-03 eess.IV cs.AI cs.CV 84%

TSUBF-Net: Trans-Spatial UNet-like Network with Bi-direction Fusion for Segmentation of Adenoid Hypertrophy in CT

Rulin Zhou, Yingjie Feng, Guankun Wang, Xiaopin Zhong, Zongze Wu, Qiang Wu, Xi Zhang

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

2412.00511 2024-12-03 eess.IV cs.AI cs.CV 84%

Energy-Based Prior Latent Space Diffusion model for Reconstruction of Lumbar Vertebrae from Thick Slice MRI

Yanke Wang, Yolanne Y. R. Lee, Aurelio Dolfini, Markus Reischl, Ender Konukoglu, Kyriakos Flouris

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

Journal ref MICCAI Workshop on Deep Generative Models, 2024

2411.18784 2024-12-02 cs.CV eess.IV physics.med-ph 84%

MRI Breast tissue segmentation using nnU-Net for biomechanical modeling

Melika Pooyan, Hadeel Awwad, Eloy García, Robert Martí

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

Comments Deep Breath @ MICCAI 2024

2411.15576 2024-11-26 eess.IV cs.CV 84%

MulModSeg: Enhancing Unpaired Multi-Modal Medical Image Segmentation with Modality-Conditioned Text Embedding and Alternating Training

Chengyin Li, Hui Zhu, Rafi Ibn Sultan, Hassan Bagher Ebadian, Prashant Khanduri, Chetty Indrin, Kundan Thind, Dongxiao Zhu

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

Comments Accepted by WACV-2025

2411.12755 2024-11-21 eess.IV cs.CV 84%

SAM-I2I: Unleash the Power of Segment Anything Model for Medical Image Translation

Jiayu Huo, Sebastien Ourselin, Rachel Sparks

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

2409.00798 2024-11-19 eess.IV eess.SP 84%

An Optimized Binning and Probabilistic Slice Sharing Algorithm for Motion Correction in Abdominal DW-MRI

Michelle Su, Cemre Ariyurek, Serge Vasylechko, Onur Afacan, Sila Kurugol

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

Comments 14 pages, 6 figures

2406.13977 2024-11-18 eess.IV cs.CV 84%

Similarity-aware Syncretic Latent Diffusion Model for Medical Image Translation with Representation Learning

Tingyi Lin, Pengju Lyu, Jie Zhang, Yuqing Wang, Cheng Wang, Jianjun Zhu

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

Comments We decide to modify the majority of the content

2411.09598 2024-11-15 eess.IV cs.CV 84%

Assessing the Performance of the DINOv2 Self-supervised Learning Vision Transformer Model for the Segmentation of the Left Atrium from MRI Images

Bipasha Kundu, Bidur Khanal, Richard Simon, Cristian A. Linte

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

Comments 6 pages, 3 figures, SPIE Medical Imaging, 2025

2308.13097 2024-11-11 eess.IV cs.CV 84%

CompaCT: Fractal-Based Heuristic Pixel Segmentation for Lossless Compression of High-Color DICOM Medical Images

Taaha Khan

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

Comments 20 pages, 10 figures, Word PDF

2403.05408 2024-11-07 eess.IV cs.CV cs.DC 84%

FedFMS: Exploring Federated Foundation Models for Medical Image Segmentation

Yuxi Liu, Guibo Luo, Yuesheng Zhu

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

Comments Accepted by MICCAI'2024

2303.14133 2024-11-05 eess.IV cs.CR cs.CV 84%

Survey on Adversarial Attack and Defense for Medical Image Analysis: Methods and Challenges

Junhao Dong, Junxi Chen, Xiaohua Xie, Jianhuang Lai, Hao Chen

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

Comments Accepted by ACM Computing Surveys (CSUR) (DOI: https://doi.org/10.1145/3702638)

2410.23898 2024-11-01 eess.IV cs.CV 84%

Temporal and Spatial Super Resolution with Latent Diffusion Model in Medical MRI images

Vishal Dubey

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

2410.17664 2024-10-24 eess.IV cs.CV 84%

Deep Generative Models for 3D Medical Image Synthesis

Paul Friedrich, Yannik Frisch, Philippe C. Cattin

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

2410.14524 2024-10-21 eess.IV cs.AI cs.CV 84%

Less is More: Selective Reduction of CT Data for Self-Supervised Pre-Training of Deep Learning Models with Contrastive Learning Improves Downstream Classification Performance

Daniel Wolf, Tristan Payer, Catharina Silvia Lisson, Christoph Gerhard Lisson, Meinrad Beer, Michael Götz, Timo Ropinski

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

Comments Published in Computers in Biology and Medicine

Journal ref Computers in Biology and Medicine, Volume 183, 2024

2410.12641 2024-10-17 eess.IV cs.AI cs.CV 84%

Cascade learning in multi-task encoder-decoder networks for concurrent bone segmentation and glenohumeral joint assessment in shoulder CT scans

Luca Marsilio, Davide Marzorati, Matteo Rossi, Andrea Moglia, Luca Mainardi, Alfonso Manzotti, Pietro Cerveri

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

2310.03559 2024-10-16 eess.IV cs.CV 84%

MedSyn: Text-guided Anatomy-aware Synthesis of High-Fidelity 3D CT Images

Yanwu Xu, Li Sun, Wei Peng, Shuyue Jia, Katelyn Morrison, Adam Perer, Afrooz Zandifar, Shyam Visweswaran, Motahhare Eslami, Kayhan Batmanghelich

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

2410.10826 2024-10-16 cs.CV cs.LG physics.med-ph 84%

High-Fidelity 3D Lung CT Synthesis in ARDS Swine Models Using Score-Based 3D Residual Diffusion Models

Siyeop Yoon, Yujin Oh, Xiang Li, Yi Xin, Maurizio Cereda, Quanzheng Li

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

Comments 5 page, 3 figures, Submitted to SPIE 2025-Medical Imaging

2410.10097 2024-10-15 eess.IV cs.AI cs.CV 84%

REHRSeg: Unleashing the Power of Self-Supervised Super-Resolution for Resource-Efficient 3D MRI Segmentation

Zhiyun Song, Yinjie Zhao, Xiaomin Li, Manman Fei, Xiangyu Zhao, Mengjun Liu, Cunjian Chen, Chung-Hsing Yeh, Qian Wang, Guoyan Zheng, Songtao Ai, Lichi Zhang

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

2402.19043 2024-10-15 eess.IV cs.CV 84%

WDM: 3D Wavelet Diffusion Models for High-Resolution Medical Image Synthesis

Paul Friedrich, Julia Wolleb, Florentin Bieder, Alicia Durrer, Philippe C. Cattin

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

Comments Accepted at DGM4MICCAI 2024. Project page: https://pfriedri.github.io/wdm-3d-io Code: https://github.com/pfriedri/wdm-3d

2410.08861 2024-10-14 eess.IV cs.CV 84%

A foundation model for generalizable disease diagnosis in chest X-ray images

Lijian Xu, Ziyu Ni, Hao Sun, Hongsheng Li, Shaoting Zhang

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

2410.06892 2024-10-10 eess.IV cs.CV 84%

Selecting the Best Sequential Transfer Path for Medical Image Segmentation with Limited Labeled Data

Jingyun Yang, Jingge Wang, Guoqing Zhang, Yang Li

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

1. 医学影像 22719 篇

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

MPBD-LSTM: A Predictive Model for Colorectal Liver Metastases Using Time Series Multi-phase Contrast-Enhanced CT Scans

TSUBF-Net: Trans-Spatial UNet-like Network with Bi-direction Fusion for Segmentation of Adenoid Hypertrophy in CT

Energy-Based Prior Latent Space Diffusion model for Reconstruction of Lumbar Vertebrae from Thick Slice MRI

MRI Breast tissue segmentation using nnU-Net for biomechanical modeling

MulModSeg: Enhancing Unpaired Multi-Modal Medical Image Segmentation with Modality-Conditioned Text Embedding and Alternating Training

SAM-I2I: Unleash the Power of Segment Anything Model for Medical Image Translation

An Optimized Binning and Probabilistic Slice Sharing Algorithm for Motion Correction in Abdominal DW-MRI

Similarity-aware Syncretic Latent Diffusion Model for Medical Image Translation with Representation Learning

Assessing the Performance of the DINOv2 Self-supervised Learning Vision Transformer Model for the Segmentation of the Left Atrium from MRI Images

CompaCT: Fractal-Based Heuristic Pixel Segmentation for Lossless Compression of High-Color DICOM Medical Images

FedFMS: Exploring Federated Foundation Models for Medical Image Segmentation

Survey on Adversarial Attack and Defense for Medical Image Analysis: Methods and Challenges

Temporal and Spatial Super Resolution with Latent Diffusion Model in Medical MRI images

Deep Generative Models for 3D Medical Image Synthesis

Less is More: Selective Reduction of CT Data for Self-Supervised Pre-Training of Deep Learning Models with Contrastive Learning Improves Downstream Classification Performance

Cascade learning in multi-task encoder-decoder networks for concurrent bone segmentation and glenohumeral joint assessment in shoulder CT scans

MedSyn: Text-guided Anatomy-aware Synthesis of High-Fidelity 3D CT Images

High-Fidelity 3D Lung CT Synthesis in ARDS Swine Models Using Score-Based 3D Residual Diffusion Models

REHRSeg: Unleashing the Power of Self-Supervised Super-Resolution for Resource-Efficient 3D MRI Segmentation

WDM: 3D Wavelet Diffusion Models for High-Resolution Medical Image Synthesis

A foundation model for generalizable disease diagnosis in chest X-ray images

Selecting the Best Sequential Transfer Path for Medical Image Segmentation with Limited Labeled Data