医学 AI - arXivDaily 专题

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

2409.11817 2024-09-19 cs.CV cs.AI 83%

EFCM: Efficient Fine-tuning on Compressed Models for deployment of large models in medical image analysis

Shaojie Li, Zhaoshuo Diao

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

2310.15161 2024-09-17 cs.CV 83%

SAM-Med3D: Towards General-purpose Segmentation Models for Volumetric Medical Images

Haoyu Wang, Sizheng Guo, Jin Ye, Zhongying Deng, Junlong Cheng, Tianbin Li, Jianpin Chen, Yanzhou Su, Ziyan Huang, Yiqing Shen, Bin Fu, Shaoting Zhang, Junjun He, Yu Qiao

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

2405.06468 2024-09-16 cs.CV cs.CL 83%

Pseudo-Prompt Generating in Pre-trained Vision-Language Models for Multi-Label Medical Image Classification

Yaoqin Ye, Junjie Zhang, Hongwei Shi

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

Comments Accepted by PRCV 2024

2409.07793 2024-09-13 cs.CV cs.AI 83%

Lagrange Duality and Compound Multi-Attention Transformer for Semi-Supervised Medical Image Segmentation

Fuchen Zheng, Quanjun Li, Weixuan Li, Xuhang Chen, Yihang Dong, Guoheng Huang, Chi-Man Pun, Shoujun Zhou

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

Comments 5 pages, 4 figures, 3 tables

2409.07172 2024-09-12 cs.CV 83%

Swin-LiteMedSAM: A Lightweight Box-Based Segment Anything Model for Large-Scale Medical Image Datasets

Ruochen Gao, Donghang Lyu, Marius Staring

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

Comments 13 pages

2409.07144 2024-09-12 eess.IV 83%

Dual channel CW nnU-Net for 3D PET-CT Lesion Segmentation in 2024 autoPET III Challenge

Ching-Wei Wang, Ting-Sheng Su, Keng-Wei Liu

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

2409.06324 2024-09-11 cs.CV 83%

SDF-Net: A Hybrid Detection Network for Mediastinal Lymph Node Detection on Contrast CT Images

Jiuli Xiong, Lanzhuju Mei, Jiameng Liu, Dinggang Shen, Zhong Xue, Xiaohuan Cao

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

Comments 10 pages, 4 figures

2409.02018 2024-09-04 cs.CV cs.AI 83%

TransDAE: Dual Attention Mechanism in a Hierarchical Transformer for Efficient Medical Image Segmentation

Bobby Azad, Pourya Adibfar, Kaiqun Fu

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

2312.16039 2024-09-04 cs.CV 83%

Dual-scale Enhanced and Cross-generative Consistency Learning for Semi-supervised Medical Image Segmentation

Yunqi Gu, Tao Zhou, Yizhe Zhang, Yi Zhou, Kelei He, Chen Gong, Huazhu Fu

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

Comments 12 pages 10 figures

2409.00585 2024-09-04 cs.CV 83%

McCaD: Multi-Contrast MRI Conditioned, Adaptive Adversarial Diffusion Model for High-Fidelity MRI Synthesis

Sanuwani Dayarathna, Kh Tohidul Islam, Bohan Zhuang, Guang Yang, Jianfei Cai, Meng Law, Zhaolin Chen

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

2408.17115 2024-09-02 cs.CV 83%

Multi-centric AI Model for Unruptured Intracranial Aneurysm Detection and Volumetric Segmentation in 3D TOF-MRI

Ashraya K. Indrakanti, Jakob Wasserthal, Martin Segeroth, Shan Yang, Victor Schulze-Zachau, Joshy Cyriac, Michael Bach, Marios Psychogios, Matthias A. Mutke

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

Comments 14 pages, 5 figures, 3 tables, 2 supplementary tables

2408.16719 2024-08-30 cs.CV 83%

H-SGANet: Hybrid Sparse Graph Attention Network for Deformable Medical Image Registration

Yufeng Zhou, Wenming Cao

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

2406.18967 2024-08-29 cs.CV 83%

Structural Attention: Rethinking Transformer for Unpaired Medical Image Synthesis

Vu Minh Hieu Phan, Yutong Xie, Bowen Zhang, Yuankai Qi, Zhibin Liao, Antonios Perperidis, Son Lam Phung, Johan W. Verjans, Minh-Son To

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

Comments MICCAI version before camera ready

2408.14754 2024-08-28 physics.med-ph cs.AI cs.CV physics.ins-det 83%

Sequential-Scanning Dual-Energy CT Imaging Using High Temporal Resolution Image Reconstruction and Error-Compensated Material Basis Image Generation

Qiaoxin Li, Ruifeng Chen, Peng Wang, Guotao Quan, Yanfeng Du, Dong Liang, Yinsheng Li

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

2408.13698 2024-08-28 cs.CV 83%

CNN-Transformer Rectified Collaborative Learning for Medical Image Segmentation

Lanhu Wu, Miao Zhang, Yongri Piao, Zhenyan Yao, Weibing Sun, Feng Tian, Huchuan Lu

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

2408.11834 2024-08-23 cs.CV cs.AI 83%

SCREENER: A general framework for task-specific experiment design in quantitative MRI

Tianshu Zheng, Zican Wang, Timothy Bray, Daniel C. Alexander, Dan Wu, Hui Zhang

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

2408.11210 2024-08-22 cs.CV 83%

A Short Review and Evaluation of SAM2's Performance in 3D CT Image Segmentation

Yufan He, Pengfei Guo, Yucheng Tang, Andriy Myronenko, Vishwesh Nath, Ziyue Xu, Dong Yang, Can Zhao, Daguang Xu, Wenqi Li

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

2408.06447 2024-08-14 cs.CV 83%

S-SAM: SVD-based Fine-Tuning of Segment Anything Model for Medical Image Segmentation

Jay N. Paranjape, Shameema Sikder, S. Swaroop Vedula, Vishal M. Patel

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

Comments Accepted in MICCAI 2024

1. 医学影像 22633 篇

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

EFCM: Efficient Fine-tuning on Compressed Models for deployment of large models in medical image analysis

SAM-Med3D: Towards General-purpose Segmentation Models for Volumetric Medical Images

Pseudo-Prompt Generating in Pre-trained Vision-Language Models for Multi-Label Medical Image Classification

Lagrange Duality and Compound Multi-Attention Transformer for Semi-Supervised Medical Image Segmentation

Swin-LiteMedSAM: A Lightweight Box-Based Segment Anything Model for Large-Scale Medical Image Datasets

Dual channel CW nnU-Net for 3D PET-CT Lesion Segmentation in 2024 autoPET III Challenge

SDF-Net: A Hybrid Detection Network for Mediastinal Lymph Node Detection on Contrast CT Images

TransDAE: Dual Attention Mechanism in a Hierarchical Transformer for Efficient Medical Image Segmentation

Dual-scale Enhanced and Cross-generative Consistency Learning for Semi-supervised Medical Image Segmentation

McCaD: Multi-Contrast MRI Conditioned, Adaptive Adversarial Diffusion Model for High-Fidelity MRI Synthesis

Multi-centric AI Model for Unruptured Intracranial Aneurysm Detection and Volumetric Segmentation in 3D TOF-MRI

H-SGANet: Hybrid Sparse Graph Attention Network for Deformable Medical Image Registration

Structural Attention: Rethinking Transformer for Unpaired Medical Image Synthesis

Sequential-Scanning Dual-Energy CT Imaging Using High Temporal Resolution Image Reconstruction and Error-Compensated Material Basis Image Generation

CNN-Transformer Rectified Collaborative Learning for Medical Image Segmentation

SCREENER: A general framework for task-specific experiment design in quantitative MRI

A Short Review and Evaluation of SAM2's Performance in 3D CT Image Segmentation

S-SAM: SVD-based Fine-Tuning of Segment Anything Model for Medical Image Segmentation