医学 AI - arXivDaily 专题

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

2407.15851 2024-10-08 cs.CV cs.AI cs.CY cs.HC cs.LG 84%

A Survey on Trustworthiness in Foundation Models for Medical Image Analysis

Congzhen Shi, Ryan Rezai, Jiaxi Yang, Qi Dou, Xiaoxiao Li

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

2403.14066 2024-10-08 eess.IV cs.CV 84%

LeFusion: Controllable Pathology Synthesis via Lesion-Focused Diffusion Models

Hantao Zhang, Yuhe Liu, Jiancheng Yang, Shouhong Wan, Xinyuan Wang, Wei Peng, Pascal Fua

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

Comments 19 pages

2410.02523 2024-10-04 eess.IV cs.CV 84%

Med-TTT: Vision Test-Time Training model for Medical Image Segmentation

Jiashu Xu

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

2402.15939 2024-10-03 eess.IV cs.LG 84%

Deep Separable Spatiotemporal Learning for Fast Dynamic Cardiac MRI

Zi Wang, Min Xiao, Yirong Zhou, Chengyan Wang, Naiming Wu, Yi Li, Yiwen Gong, Shufu Chang, Yinyin Chen, Liuhong Zhu, Jianjun Zhou, Congbo Cai, He Wang, Di Guo, Guang Yang, Xiaobo Qu

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

Comments 12 pages, 14 figures, 4 tables

2410.00410 2024-10-02 eess.IV cs.CV 84%

Domain Aware Multi-Task Pretraining of 3D Swin Transformer for T1-weighted Brain MRI

Jonghun Kim, Mansu Kim, Hyunjin Park

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

Comments ACCV 2024, 14 pages

2409.18282 2024-10-02 eess.IV cs.CV physics.med-ph 84%

Synthesizing beta-amyloid PET images from T1-weighted Structural MRI: A Preliminary Study

Qing Lyu, Jin Young Kim, Jeongchul Kim, Christopher T Whitlow

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

2409.19185 2024-10-01 eess.IV cs.AI cs.CV 84%

Semi-Supervised Bone Marrow Lesion Detection from Knee MRI Segmentation Using Mask Inpainting Models

Shihua Qin, Ming Zhang, Juan Shan, Taehoon Shin, Jonghye Woo, Fangxu Xing

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

Comments 5 pages, 3 figures, submitted to SPIE Conference on Image Processing

2403.16175 2024-10-01 eess.IV cs.CV 84%

Enhancing MRI-Based Classification of Alzheimer's Disease with Explainable 3D Hybrid Compact Convolutional Transformers

Arindam Majee, Avisek Gupta, Sourav Raha, Swagatam Das

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

Comments 8 pages, 4 figures

2409.16818 2024-09-26 eess.IV cs.CV 84%

Towards General Text-guided Image Synthesis for Customized Multimodal Brain MRI Generation

Yulin Wang, Honglin Xiong, Kaicong Sun, Shuwei Bai, Ling Dai, Zhongxiang Ding, Jiameng Liu, Qian Wang, Qian Liu, Dinggang Shen

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

Comments 23 pages, 9 figures

2405.17520 2024-09-24 eess.IV cs.CV 84%

Advancing Medical Image Segmentation with Mini-Net: A Lightweight Solution Tailored for Efficient Segmentation of Medical Images

Syed Javed, Tariq M. Khan, Abdul Qayyum, Hamid Alinejad-Rokny, Arcot Sowmya, Imran Razzak

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

2409.12777 2024-09-20 eess.IV cs.CV 84%

TEAM PILOT -- Learned Feasible Extendable Set of Dynamic MRI Acquisition Trajectories

Tamir Shor, Chaim Baskin, Alex Bronstein

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

2409.12399 2024-09-20 eess.IV cs.CV 84%

I2I-Galip: Unsupervised Medical Image Translation Using Generative Adversarial CLIP

Yilmaz Korkmaz, Vishal M. Patel

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

2406.05596 2024-09-20 cs.CV cs.LG 84%

Aligning Human Knowledge with Visual Concepts Towards Explainable Medical Image Classification

Yunhe Gao, Difei Gu, Mu Zhou, Dimitris Metaxas

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

Comments MICCAI 2024 Early Accept

2409.08492 2024-09-16 eess.IV cs.CV 84%

Tri-Plane Mamba: Efficiently Adapting Segment Anything Model for 3D Medical Images

Hualiang Wang, Yiqun Lin, Xinpeng Ding, Xiaomeng Li

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

2409.08170 2024-09-13 eess.IV cs.CV 84%

AD-Lite Net: A Lightweight and Concatenated CNN Model for Alzheimer's Detection from MRI Images

Santanu Roy, Archit Gupta, Shubhi Tiwari, Palak Sahu

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

Comments NA

2409.07171 2024-09-12 eess.IV cs.CV 84%

AC-IND: Sparse CT reconstruction based on attenuation coefficient estimation and implicit neural distribution

Wangduo Xie, Richard Schoonhoven, Tristan van Leeuwen, Matthew B. Blaschko

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

Comments 12 pages

2303.13430 2024-09-12 cs.CV eess.IV 84%

Medical diffusion on a budget: Textual Inversion for medical image generation

Bram de Wilde, Anindo Saha, Maarten de Rooij, Henkjan Huisman, Geert Litjens

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

Comments Accepted for publication at MIDL 2024

2409.02770 2024-09-05 eess.IV cs.CV 84%

Validation of musculoskeletal segmentation model with uncertainty estimation for bone and muscle assessment in hip-to-knee clinical CT images

Mazen Soufi, Yoshito Otake, Makoto Iwasa, Keisuke Uemura, Tomoki Hakotani, Masahiro Hashimoto, Yoshitake Yamada, Minoru Yamada, Yoichi Yokoyama, Masahiro Jinzaki, Suzushi Kusano, Masaki Takao, Seiji Okada, Nobuhiko Sugano, Yoshinobu Sato

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

Comments 29 pages, 7+10supp figures, 8 tables

2408.03651 2024-09-05 eess.IV cs.CV 84%

Path-SAM2: Transfer SAM2 for digital pathology semantic segmentation

Mingya Zhang, Liang Wang, Zhihao Chen, Yiyuan Ge, Xianping Tao

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

Comments 5 pages , 5 figures

2006.14738 2024-09-04 eess.IV cs.CV 84%

Cascaded Convolutional Neural Networks with Perceptual Loss for Low Dose CT Denoising

Sepehr Ataei, Javad Alirezaie, Paul Babyn

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

2409.01544 2024-09-04 eess.IV cs.CV 84%

Learning Task-Specific Sampling Strategy for Sparse-View CT Reconstruction

Liutao Yang, Jiahao Huang, Yingying Fang, Angelica I Aviles-Rivero, Carola-Bibiane Schonlieb, Daoqiang Zhang, Guang Yang

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

2408.17421 2024-09-02 eess.IV cs.CV 84%

Generative AI Enables Medical Image Segmentation in Ultra Low-Data Regimes

Li Zhang, Basu Jindal, Ahmed Alaa, Robert Weinreb, David Wilson, Eran Segal, James Zou, Pengtao Xie

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

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

A Survey on Trustworthiness in Foundation Models for Medical Image Analysis

LeFusion: Controllable Pathology Synthesis via Lesion-Focused Diffusion Models

Med-TTT: Vision Test-Time Training model for Medical Image Segmentation

Deep Separable Spatiotemporal Learning for Fast Dynamic Cardiac MRI

Domain Aware Multi-Task Pretraining of 3D Swin Transformer for T1-weighted Brain MRI

Synthesizing beta-amyloid PET images from T1-weighted Structural MRI: A Preliminary Study

Semi-Supervised Bone Marrow Lesion Detection from Knee MRI Segmentation Using Mask Inpainting Models

Enhancing MRI-Based Classification of Alzheimer's Disease with Explainable 3D Hybrid Compact Convolutional Transformers

Towards General Text-guided Image Synthesis for Customized Multimodal Brain MRI Generation

Advancing Medical Image Segmentation with Mini-Net: A Lightweight Solution Tailored for Efficient Segmentation of Medical Images

TEAM PILOT -- Learned Feasible Extendable Set of Dynamic MRI Acquisition Trajectories

I2I-Galip: Unsupervised Medical Image Translation Using Generative Adversarial CLIP

Aligning Human Knowledge with Visual Concepts Towards Explainable Medical Image Classification

Tri-Plane Mamba: Efficiently Adapting Segment Anything Model for 3D Medical Images

AD-Lite Net: A Lightweight and Concatenated CNN Model for Alzheimer's Detection from MRI Images

AC-IND: Sparse CT reconstruction based on attenuation coefficient estimation and implicit neural distribution

Medical diffusion on a budget: Textual Inversion for medical image generation

Validation of musculoskeletal segmentation model with uncertainty estimation for bone and muscle assessment in hip-to-knee clinical CT images

Path-SAM2: Transfer SAM2 for digital pathology semantic segmentation

Cascaded Convolutional Neural Networks with Perceptual Loss for Low Dose CT Denoising

Learning Task-Specific Sampling Strategy for Sparse-View CT Reconstruction

Generative AI Enables Medical Image Segmentation in Ultra Low-Data Regimes