医学 AI - arXivDaily 专题

2412.05605 2024-12-10 cs.CV 83%

RefSAM3D: Adapting SAM with Cross-modal Reference for 3D Medical Image Segmentation

Xiang Gao, Kai Lu

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

2412.04828 2024-12-09 cs.CV 83%

DAug: Diffusion-based Channel Augmentation for Radiology Image Retrieval and Classification

Ying Jin, Zhuoran Zhou, Haoquan Fang, Jenq-Neng Hwang

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

2405.06814 2024-12-03 cs.CV 83%

Dual-Task Vision Transformer for Rapid and Accurate Intracerebral Hemorrhage CT Image Classification

Jialiang Fan, Xinhui Fan, Chengyan Song, Xiaofan Wang, Bingdong Feng, Lucan Li, Guoyu Lu

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

2402.08582 2024-12-03 cs.CV cs.AI 83%

FESS Loss: Feature-Enhanced Spatial Segmentation Loss for Optimizing Medical Image Analysis

Charulkumar Chodvadiya, Navyansh Mahla, Kinshuk Gaurav Singh, Kshitij Sharad Jadhav

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

Comments 5 Pages, 3 figures

2411.05780 2024-12-02 cs.CV cs.AI 83%

GazeSearch: Radiology Findings Search Benchmark

Trong Thang Pham, Tien-Phat Nguyen, Yuki Ikebe, Akash Awasthi, Zhigang Deng, Carol C. Wu, Hien Nguyen, Ngan Le

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

Comments Aceepted WACV 2025

2408.11532 2024-11-27 eess.IV 83%

Classification of Mitral Regurgitation from Cardiac Cine MRI using Clinically-Interpretable Morphological Features

Y. On, K. Vimalesvaran, S. Zaman, M. Shun-Shin, J. Howard, N. Linton, G. Cole, A. A. Bharath, M. Varela

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

Comments accepted at LNCS (STACOM 2024)

2411.16568 2024-11-26 cs.CV 83%

J-CaPA : Joint Channel and Pyramid Attention Improves Medical Image Segmentation

Marzia Binta Nizam, Marian Zlateva, James Davis

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

2311.05591 2024-11-26 cs.CV cs.AI cs.CL 83%

Multimodal Foundation Models Exploit Text to Make Medical Image Predictions

Thomas Buckley, James A. Diao, Pranav Rajpurkar, Adam Rodman, Arjun K. Manrai

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

2411.13025 2024-11-21 cs.CV 83%

ORID: Organ-Regional Information Driven Framework for Radiology Report Generation

Tiancheng Gu, Kaicheng Yang, Xiang An, Ziyong Feng, Dongnan Liu, Weidong Cai

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

Comments 13 pages, 11 figures, WACV2025

2411.11636 2024-11-19 cs.CV cs.AI 83%

SP${ }^3$ : Superpixel-propagated pseudo-label learning for weakly semi-supervised medical image segmentation

Shiman Li, Jiayue Zhao, Shaolei Liu, Xiaokun Dai, Chenxi Zhang, Zhijian Song

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

Comments 10 pages, 7 figures. Under Review

2410.17920 2024-11-19 cs.CV 83%

Gaze-Assisted Medical Image Segmentation

Leila Khaertdinova, Ilya Pershin, Tatiana Shmykova, Bulat Ibragimov

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

Comments 16 pages, 4 figures, Accepted to AIM-FM Workshop @ NeurIPS'24

2411.08629 2024-11-14 cs.CV 83%

Zero-shot capability of SAM-family models for bone segmentation in CT scans

Caroline Magg, Hoel Kervadec, Clara I. Sánchez

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

2404.05997 2024-11-07 cs.CV 83%

Concept-Attention Whitening for Interpretable Skin Lesion Diagnosis

Junlin Hou, Jilan Xu, Hao Chen

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

Comments MICCAI 2024

2411.01153 2024-11-05 cs.CV cs.AI 83%

Designing a Robust Radiology Report Generation System

Sonit Singh

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

Comments 21 pages, 2 figures

2410.22265 2024-10-30 cs.CV 83%

NCA-Morph: Medical Image Registration with Neural Cellular Automata

Amin Ranem, John Kalkhof, Anirban Mukhopadhyay

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

2406.06591 2024-10-30 cs.CL cs.AI cs.LG 83%

Exploring Multilingual Large Language Models for Enhanced TNM classification of Radiology Report in lung cancer staging

Hidetoshi Matsuo, Mizuho Nishio, Takaaki Matsunaga, Koji Fujimoto, Takamichi Murakami

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

Comments 16 pages, 3figures

Journal ref Cancers 2024, 16(21), 3621

2410.20348 2024-10-29 cs.CV 83%

UTSRMorph: A Unified Transformer and Superresolution Network for Unsupervised Medical Image Registration

Runshi Zhang, Hao Mo, Junchen Wang, Bimeng Jie, Yang He, Nenghao Jin, Liang Zhu

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

Comments 13pages,10 figures

Journal ref early access in IEEE Transactions on Medical Imaging 2024

2410.13823 2024-10-18 cs.CV 83%

Deep Generative Models Unveil Patterns in Medical Images Through Vision-Language Conditioning

Xiaodan Xing, Junzhi Ning, Yang Nan, Guang Yang

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

Comments Accepted by AIM-FM Workshop of NeurIPS2024

2410.10287 2024-10-15 cs.CV 83%

Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image Segmentation

Sicheng Shen, Jinming Cao, Yifang Yin, Roger Zimmermann

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

Comments 11 pages

2306.14752 2024-10-10 cs.CV 83%

MedLSAM: Localize and Segment Anything Model for 3D CT Images

Wenhui Lei, Xu Wei, Xiaofan Zhang, Kang Li, Shaoting Zhang

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

Comments MIA 2024. Code is public at https://github.com/openmedlab/MedLSAM

2409.16205 2024-10-04 cs.CV 83%

Segmentation Strategies in Deep Learning for Prostate Cancer Diagnosis: A Comparative Study of Mamba, SAM, and YOLO

Ali Badiezadeh, Amin Malekmohammadi, Seyed Mostafa Mirhassani, Parisa Gifani, Majid Vafaeezadeh

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

2410.00307 2024-10-02 cs.CV 83%

RadGazeGen: Radiomics and Gaze-guided Medical Image Generation using Diffusion Models

Moinak Bhattacharya, Gagandeep Singh, Shubham Jain, Prateek Prasanna

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

2409.20253 2024-10-01 cs.CV 83%

Medical Image Segmentation with SAM-generated Annotations

Iira Häkkinen, Iaroslav Melekhov, Erik Englesson, Hossein Azizpour, Juho Kannala

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

Comments Accepted to the European Conference on Computer Vision (ECCVW) Workshops 2024

2409.19658 2024-10-01 cs.CV 83%

Dual-Attention Frequency Fusion at Multi-Scale for Joint Segmentation and Deformable Medical Image Registration

Hongchao Zhou, Shunbo Hu

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

2401.00722 2024-10-01 cs.CV 83%

BRAU-Net++: U-Shaped Hybrid CNN-Transformer Network for Medical Image Segmentation

Libin Lan, Pengzhou Cai, Lu Jiang, Xiaojuan Liu, Yongmei Li, Yudong Zhang

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

Comments 13 pages, 7 figures, 9 tables. This work has been submitted to the IEEE TETCI for possible publication. Code: https://github.com/Caipengzhou/BRAU-Netplusplus

2409.05024 2024-09-27 cs.CV 83%

Deep Self-Cleansing for Medical Image Segmentation with Noisy Labels

Jiahua Dong, Yue Zhang, Qiuli Wang, Ruofeng Tong, Shihong Ying, Shaolin Gong, Xuanpu Zhang, Lanfen Lin, Yen-Wei Chen, S. Kevin Zhou

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

Comments 31 pages, 7 figures

2406.19364 2024-09-26 cs.CV 83%

SimTxtSeg: Weakly-Supervised Medical Image Segmentation with Simple Text Cues

Yuxin Xie, Tao Zhou, Yi Zhou, Geng Chen

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

Comments accepted by MICCAI 2024

2303.01036 2024-09-25 physics.med-ph cs.CV physics.flu-dyn 83%

Validated respiratory drug deposition predictions from 2D and 3D medical images with statistical shape models and convolutional neural networks

Josh Williams, Haavard Ahlqvist, Alexander Cunningham, Andrew Kirby, Ira Katz, John Fleming, Joy Conway, Steve Cunningham, Ali Ozel, Uwe Wolfram

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

Comments 37 pages main text (including frontmatter). 9 figures. Additional supplementary material

2406.04449 2024-09-23 cs.CL cs.CV 83%

MAIRA-2: Grounded Radiology Report Generation

Shruthi Bannur, Kenza Bouzid, Daniel C. Castro, Anton Schwaighofer, Anja Thieme, Sam Bond-Taylor, Maximilian Ilse, Fernando Pérez-García, Valentina Salvatelli, Harshita Sharma, Felix Meissen, Mercy Ranjit, Shaury Srivastav, Julia Gong, Noel C. F. Codella, Fabian Falck, Ozan Oktay, Matthew P. Lungren, Maria Teodora Wetscherek, Javier Alvarez-Valle, Stephanie L. Hyland

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

Comments 72 pages, 21 figures. v2 updates the model and adds results on the PadChest-GR dataset

2312.09387 2024-09-19 cs.CV cs.AI 83%

High-Resolution Maps of Left Atrial Displacements and Strains Estimated with 3D Cine MRI using Online Learning Neural Networks

Christoforos Galazis, Samuel Shepperd, Emma Brouwer, Sandro Queirós, Ebraham Alskaf, Mustafa Anjari, Amedeo Chiribiri, Jack Lee, Anil A. Bharath, Marta Varela

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

1. 医学影像 22719 篇

RefSAM3D: Adapting SAM with Cross-modal Reference for 3D Medical Image Segmentation

DAug: Diffusion-based Channel Augmentation for Radiology Image Retrieval and Classification

Dual-Task Vision Transformer for Rapid and Accurate Intracerebral Hemorrhage CT Image Classification

FESS Loss: Feature-Enhanced Spatial Segmentation Loss for Optimizing Medical Image Analysis

GazeSearch: Radiology Findings Search Benchmark

Classification of Mitral Regurgitation from Cardiac Cine MRI using Clinically-Interpretable Morphological Features

J-CaPA : Joint Channel and Pyramid Attention Improves Medical Image Segmentation

Multimodal Foundation Models Exploit Text to Make Medical Image Predictions

ORID: Organ-Regional Information Driven Framework for Radiology Report Generation

SP${ }^3$ : Superpixel-propagated pseudo-label learning for weakly semi-supervised medical image segmentation

Gaze-Assisted Medical Image Segmentation

Zero-shot capability of SAM-family models for bone segmentation in CT scans

Concept-Attention Whitening for Interpretable Skin Lesion Diagnosis

Designing a Robust Radiology Report Generation System

NCA-Morph: Medical Image Registration with Neural Cellular Automata

Exploring Multilingual Large Language Models for Enhanced TNM classification of Radiology Report in lung cancer staging

UTSRMorph: A Unified Transformer and Superresolution Network for Unsupervised Medical Image Registration

Deep Generative Models Unveil Patterns in Medical Images Through Vision-Language Conditioning

Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image Segmentation

MedLSAM: Localize and Segment Anything Model for 3D CT Images

Segmentation Strategies in Deep Learning for Prostate Cancer Diagnosis: A Comparative Study of Mamba, SAM, and YOLO

RadGazeGen: Radiomics and Gaze-guided Medical Image Generation using Diffusion Models

Medical Image Segmentation with SAM-generated Annotations

Dual-Attention Frequency Fusion at Multi-Scale for Joint Segmentation and Deformable Medical Image Registration

BRAU-Net++: U-Shaped Hybrid CNN-Transformer Network for Medical Image Segmentation

Deep Self-Cleansing for Medical Image Segmentation with Noisy Labels

SimTxtSeg: Weakly-Supervised Medical Image Segmentation with Simple Text Cues

Validated respiratory drug deposition predictions from 2D and 3D medical images with statistical shape models and convolutional neural networks

MAIRA-2: Grounded Radiology Report Generation

High-Resolution Maps of Left Atrial Displacements and Strains Estimated with 3D Cine MRI using Online Learning Neural Networks