医学 AI - arXivDaily 专题

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

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

1. 医学影像 22615 篇

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

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