医学 AI - arXivDaily 专题

2309.17264 2024-02-28 cs.CV cs.AI cs.LG 84%

A Foundation Model for General Moving Object Segmentation in Medical Images

Zhongnuo Yan, Tong Han, Yuhao Huang, Lian Liu, Han Zhou, Jiongquan Chen, Wenlong Shi, Yan Cao, Xin Yang, Dong Ni

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

Comments 5 pages, 7 figures, 3 tables. This paper has been accepted by ISBI 2024

2402.10887 2024-02-19 eess.IV cs.CV 84%

Weak-Mamba-UNet: Visual Mamba Makes CNN and ViT Work Better for Scribble-based Medical Image Segmentation

Ziyang Wang, Chao Ma

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

2402.10010 2024-02-16 physics.med-ph cs.CV eess.IV 84%

Enhancing signal detectability in learning-based CT reconstruction with a model observer inspired loss function

Megan Lantz, Emil Y. Sidky, Ingrid S. Reiser, Xiaochuan Pan, Gregory Ongie

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

2402.09372 2024-02-15 eess.IV cs.AI cs.CV 84%

Deep Rib Fracture Instance Segmentation and Classification from CT on the RibFrac Challenge

Jiancheng Yang, Rui Shi, Liang Jin, Xiaoyang Huang, Kaiming Kuang, Donglai Wei, Shixuan Gu, Jianying Liu, Pengfei Liu, Zhizhong Chai, Yongjie Xiao, Hao Chen, Liming Xu, Bang Du, Xiangyi Yan, Hao Tang, Adam Alessio, Gregory Holste, Jiapeng Zhang, Xiaoming Wang, Jianye He, Lixuan Che, Hanspeter Pfister, Ming Li, Bingbing Ni

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

Comments Challenge paper for MICCAI RibFrac Challenge (https://ribfrac.grand-challenge.org/)

2402.08098 2024-02-14 eess.IV cs.CV 84%

Automated Classification of Body MRI Sequence Type Using Convolutional Neural Networks

Kimberly Helm, Tejas Sudharshan Mathai, Boah Kim, Pritam Mukherjee, Jianfei Liu, Ronald M. Summers

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

Comments Accepted at SPIE 2024

2402.04171 2024-02-07 eess.IV cs.CV 84%

3D Volumetric Super-Resolution in Radiology Using 3D RRDB-GAN

Juhyung Ha, Nian Wang, Surendra Maharjan, Xuhong Zhang

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

2402.01186 2024-02-05 eess.IV cs.CV 84%

Ambient-Pix2PixGAN for Translating Medical Images from Noisy Data

Wentao Chen, Xichen Xu, Jie Luo, Weimin Zhou

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

Comments SPIE Medical Imaging 2024

2308.00206 2024-02-02 eess.IV cs.LG 84%

Synthetic Skull CT Generation with Generative Adversarial Networks to Train Deep Learning Models for Clinical Transcranial Ultrasound

Kasra Naftchi-Ardebili, Karanpartap Singh, Reza Pourabolghasem, Pejman Ghanouni, Gerald R. Popelka, Kim Butts Pauly

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

Comments The first two authors contributed equally

2310.09099 2024-01-25 eess.IV cs.CV 84%

Vision Transformers increase efficiency of 3D cardiac CT multi-label segmentation

Lee Jollans, Mariana Bustamante, Lilian Henriksson, Anders Persson, Tino Ebbers

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

2401.12932 2024-01-24 eess.IV cs.CV 84%

Segmentation of tibiofemoral joint tissues from knee MRI using MtRA-Unet and incorporating shape information: Data from the Osteoarthritis Initiative

Akshay Daydar, Alik Pramanick, Arijit Sur, Subramani Kanagaraj

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

2308.16573 2024-01-19 eess.IV cs.CV 84%

Dual-Decoder Consistency via Pseudo-Labels Guided Data Augmentation for Semi-Supervised Medical Image Segmentation

Yuanbin Chen, Tao Wang, Hui Tang, Longxuan Zhao, Ruige Zong, Shun Chen, Tao Tan, Xinlin Zhang, Tong Tong

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

2308.16742 2024-01-08 eess.IV cs.CV 84%

Unsupervised CT Metal Artifact Reduction by Plugging Diffusion Priors in Dual Domains

Xuan Liu, Yaoqin Xie, Songhui Diao, Shan Tan, Xiaokun Liang

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

2312.00634 2023-12-20 eess.IV cs.CV 84%

A Recent Survey of Vision Transformers for Medical Image Segmentation

Asifullah Khan, Zunaira Rauf, Abdul Rehman Khan, Saima Rathore, Saddam Hussain Khan, Najmus Saher Shah, Umair Farooq, Hifsa Asif, Aqsa Asif, Umme Zahoora, Rafi Ullah Khalil, Suleman Qamar, Umme Hani Asif, Faiza Babar Khan, Abdul Majid, Jeonghwan Gwak

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

2305.06252 2023-12-20 cs.CV eess.IV 84%

Embedded Feature Similarity Optimization with Specific Parameter Initialization for 2D/3D Medical Image Registration

Minheng Chen, Zhirun Zhang, Shuheng Gu, Youyong Kong

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

Comments 14 pages, 5 figures, accepted by ICASSP 2024

2203.16557 2023-12-20 eess.IV cs.CV 84%

COSMOS: Cross-Modality Unsupervised Domain Adaptation for 3D Medical Image Segmentation based on Target-aware Domain Translation and Iterative Self-Training

Hyungseob Shin, Hyeongyu Kim, Sewon Kim, Yohan Jun, Taejoon Eo, Dosik Hwang

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

Comments 10 pages, 6 figures, MICCAI 2021 Cross-Modality Domain Adaptation (crossMoDA) Challenge

2312.02211 2023-12-06 physics.med-ph cs.CV eess.IV 84%

Cycle-consistent Generative Adversarial Network Synthetic CT for MR-only Adaptive Radiation Therapy on MR-Linac

Gabriel L. Asher, Bassem I. Zaki, Gregory A. Russo, Gobind S. Gill, Charles R. Thomas, Temiloluwa O. Prioleau, Rongxiao Zhang, Brady Hunt

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

2307.06614 2023-12-06 eess.IV cs.CV 84%

Interpretable 2D Vision Models for 3D Medical Images

Alexander Ziller, Ayhan Can Erdur, Marwa Trigui, Alp Güvenir, Tamara T. Mueller, Philip Müller, Friederike Jungmann, Johannes Brandt, Jan Peeken, Rickmer Braren, Daniel Rueckert, Georgios Kaissis

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

2310.04677 2023-12-04 eess.IV cs.CV 84%

AG-CRC: Anatomy-Guided Colorectal Cancer Segmentation in CT with Imperfect Anatomical Knowledge

Rongzhao Zhang, Zhian Bai, Ruoying Yu, Wenrao Pang, Lingyun Wang, Lifeng Zhu, Xiaofan Zhang, Huan Zhang, Weiguo Hu

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

Comments under review

2306.05705 2023-11-23 eess.IV cs.CV 84%

On the Challenges and Perspectives of Foundation Models for Medical Image Analysis

Shaoting Zhang, Dimitris Metaxas

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

2009.06412 2023-11-14 eess.IV cs.LG 84%

Comprehensive Comparison of Deep Learning Models for Lung and COVID-19 Lesion Segmentation in CT scans

Paschalis Bizopoulos, Nicholas Vretos, Petros Daras

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

Comments 20 pages, 8 figures, 2 tables

2304.00466 2023-11-14 eess.IV cs.CV 84%

Learning Robust Medical Image Segmentation from Multi-source Annotations

Yifeng Wang, Luyang Luo, Mingxiang Wu, Qiong Wang, Hao Chen

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

2310.09998 2023-11-13 eess.IV cs.CV 84%

SeUNet-Trans: A Simple yet Effective UNet-Transformer Model for Medical Image Segmentation

Tan-Hanh Pham, Xianqi Li, Kim-Doang Nguyen

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

2311.03175 2023-11-07 eess.IV cs.CV 84%

Frequency Domain Decomposition Translation for Enhanced Medical Image Translation Using GANs

Zhuhui Wang, Jianwei Zuo, Xuliang Deng, Jiajia Luo

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

2112.01587 2023-11-07 eess.IV cs.AI cs.CV physics.med-ph 84%

Improving accuracy and uncertainty quantification of deep learning based quantitative MRI using Monte Carlo dropout

Mehmet Yigit Avci, Ziyu Li, Qiuyun Fan, Susie Huang, Berkin Bilgic, Qiyuan Tian

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

2301.06793 2023-10-31 eess.IV cs.CV 84%

Acute ischemic stroke lesion segmentation in non-contrast CT images using 3D convolutional neural networks

A. V. Dobshik, S. K. Verbitskiy, I. A. Pestunov, K. M. Sherman, Yu. N. Sinyavskiy, A. A. Tulupov, V. B. Berikov

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

Comments 18 pages, 4 figures, 2 tables

2310.09625 2023-10-17 eess.IV cs.CV 84%

JSMoCo: Joint Coil Sensitivity and Motion Correction in Parallel MRI with a Self-Calibrating Score-Based Diffusion Model

Lixuan Chen, Xuanyu Tian, Jiangjie Wu, Ruimin Feng, Guoyan Lao, Yuyao Zhang, Hongjiang Wei

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

Comments 10 pages,8 figures, journal

2302.03861 2023-10-16 eess.IV cs.CV 84%

SwinCross: Cross-modal Swin Transformer for Head-and-Neck Tumor Segmentation in PET/CT Images

Gary Y. Li, Junyu Chen, Se-In Jang, Kuang Gong, Quanzheng Li

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

Comments 9 pages, 3 figures. Med Phys. 2023

2310.06291 2023-10-11 eess.IV cs.CV physics.med-ph 84%

Three-Dimensional Medical Image Fusion with Deformable Cross-Attention

Lin Liu, Xinxin Fan, Chulong Zhang, Jingjing Dai, Yaoqin Xie, Xiaokun Liang

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

2310.05237 2023-10-10 eess.IV cs.CV 84%

Latent Diffusion Model for Medical Image Standardization and Enhancement

Md Selim, Jie Zhang, Faraneh Fathi, Michael A. Brooks, Ge Wang, Guoqiang Yu, Jin Chen

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

2303.05686 2023-10-09 eess.IV cs.CV 84%

Generative AI for Rapid Diffusion MRI with Improved Image Quality, Reliability and Generalizability

Amir Sadikov, Xinlei Pan, Hannah Choi, Lanya T. Cai, Pratik Mukherjee

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

1. 医学影像 22709 篇

A Foundation Model for General Moving Object Segmentation in Medical Images

Weak-Mamba-UNet: Visual Mamba Makes CNN and ViT Work Better for Scribble-based Medical Image Segmentation

Enhancing signal detectability in learning-based CT reconstruction with a model observer inspired loss function

Deep Rib Fracture Instance Segmentation and Classification from CT on the RibFrac Challenge

Automated Classification of Body MRI Sequence Type Using Convolutional Neural Networks

3D Volumetric Super-Resolution in Radiology Using 3D RRDB-GAN

Ambient-Pix2PixGAN for Translating Medical Images from Noisy Data

Synthetic Skull CT Generation with Generative Adversarial Networks to Train Deep Learning Models for Clinical Transcranial Ultrasound

Vision Transformers increase efficiency of 3D cardiac CT multi-label segmentation

Segmentation of tibiofemoral joint tissues from knee MRI using MtRA-Unet and incorporating shape information: Data from the Osteoarthritis Initiative

Dual-Decoder Consistency via Pseudo-Labels Guided Data Augmentation for Semi-Supervised Medical Image Segmentation

Unsupervised CT Metal Artifact Reduction by Plugging Diffusion Priors in Dual Domains

A Recent Survey of Vision Transformers for Medical Image Segmentation

Embedded Feature Similarity Optimization with Specific Parameter Initialization for 2D/3D Medical Image Registration

COSMOS: Cross-Modality Unsupervised Domain Adaptation for 3D Medical Image Segmentation based on Target-aware Domain Translation and Iterative Self-Training

Cycle-consistent Generative Adversarial Network Synthetic CT for MR-only Adaptive Radiation Therapy on MR-Linac

Interpretable 2D Vision Models for 3D Medical Images

AG-CRC: Anatomy-Guided Colorectal Cancer Segmentation in CT with Imperfect Anatomical Knowledge

On the Challenges and Perspectives of Foundation Models for Medical Image Analysis

Comprehensive Comparison of Deep Learning Models for Lung and COVID-19 Lesion Segmentation in CT scans

Learning Robust Medical Image Segmentation from Multi-source Annotations

SeUNet-Trans: A Simple yet Effective UNet-Transformer Model for Medical Image Segmentation

Frequency Domain Decomposition Translation for Enhanced Medical Image Translation Using GANs

Improving accuracy and uncertainty quantification of deep learning based quantitative MRI using Monte Carlo dropout

Acute ischemic stroke lesion segmentation in non-contrast CT images using 3D convolutional neural networks

JSMoCo: Joint Coil Sensitivity and Motion Correction in Parallel MRI with a Self-Calibrating Score-Based Diffusion Model

SwinCross: Cross-modal Swin Transformer for Head-and-Neck Tumor Segmentation in PET/CT Images

Three-Dimensional Medical Image Fusion with Deformable Cross-Attention

Latent Diffusion Model for Medical Image Standardization and Enhancement

Generative AI for Rapid Diffusion MRI with Improved Image Quality, Reliability and Generalizability