医学 AI - arXivDaily 专题

2408.04212 2025-04-16 eess.IV cs.CV 86%

Is SAM 2 Better than SAM in Medical Image Segmentation?

Sourya Sengupta, Satrajit Chakrabarty, Ravi Soni

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

2503.12143 2025-04-15 eess.IV cs.AI cs.LG 86%

Language Models for Automated Classification of Brain MRI Reports and Growth Chart Generation

Maryam Daniali, Shivaram Karandikar, Dabriel Zimmerman, J. Eric Schmitt, Matthew J. Buczek, Benjamin Jung, Laura Mercedes, Jakob Seidlitz, Vanessa Troiani, Lena Dorfschmidt, Eren Kafadar, Remo Williams, Susan Sotardi, Arastoo Vossough, Scott Haag, Jenna M. Schabdach, Aaron Alexander-Bloch

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

2504.08177 2025-04-14 eess.IV cs.AI cs.CV 86%

SynthFM: Training Modality-agnostic Foundation Models for Medical Image Segmentation without Real Medical Data

Sourya Sengupta, Satrajit Chakrabarty, Keerthi Sravan Ravi, Gopal Avinash, Ravi Soni

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

2504.06811 2025-04-10 cs.CV cs.LG 86%

Hybrid CNN with Chebyshev Polynomial Expansion for Medical Image Analysis

Abhinav Roy, Bhavesh Gyanchandani, Aditya Oza

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

2504.03600 2025-04-07 eess.IV cs.AI cs.CV 86%

MedSAM2: Segment Anything in 3D Medical Images and Videos

Jun Ma, Zongxin Yang, Sumin Kim, Bihui Chen, Mohammed Baharoon, Adibvafa Fallahpour, Reza Asakereh, Hongwei Lyu, Bo Wang

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

Comments https://medsam2.github.io/

2504.01561 2025-04-03 eess.IV cs.CV 86%

STPNet: Scale-aware Text Prompt Network for Medical Image Segmentation

Dandan Shan, Zihan Li, Yunxiang Li, Qingde Li, Jie Tian, Qingqi Hong

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

2312.06275 2025-04-02 cs.CV cs.LG 86%

DG-TTA: Out-of-domain Medical Image Segmentation through Augmentation and Descriptor-driven Domain Generalization and Test-Time Adaptation

Christian Weihsbach, Christian N. Kruse, Alexander Bigalke, Mattias P. Heinrich

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

2503.08094 2025-03-12 eess.IV cs.CV 86%

Denoising via Repainting: an image denoising method using layer wise medical image repainting

Arghya Pal, Sailaja Rajanala, CheeMing Ting, Raphael Phan

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

2410.22619 2025-03-11 eess.IV cs.AI cs.CV 86%

Efficient Feature Extraction and Classification Architecture for MRI-Based Brain Tumor Detection and Localization

Plabon Paul, Md. Nazmul Islam, Fazle Rafsani, Pegah Khorasani, Shovito Barua Soumma

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

2405.04902 2025-03-07 eess.IV cs.CV 86%

HAGAN: Hybrid Augmented Generative Adversarial Network for Medical Image Synthesis

Zhihan Ju, Wanting Zhou, Longteng Kong, Yu Chen, Yi Li, Zhenan Sun, Caifeng Shan

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

Journal ref Machine Intelligence Research 2024

2503.01306 2025-03-04 eess.IV cs.AI cs.CV physics.med-ph 86%

From Claims to Evidence: A Unified Framework and Critical Analysis of CNN vs. Transformer vs. Mamba in Medical Image Segmentation

Pooya Mohammadi Kazaj, Giovanni Baj, Yazdan Salimi, Anselm W. Stark, Waldo Valenzuela, George CM. Siontis, Habib Zaidi, Mauricio Reyes, Christoph Graeni, Isaac Shiri

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

2412.13299 2025-03-03 eess.IV cs.AI cs.CV 86%

In-context learning for medical image segmentation

Eichi Takaya, Shinnosuke Yamamoto

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

2502.18620 2025-02-27 cs.CV cs.AI cs.LG 86%

Diffusion Models for conditional MRI generation

Miguel Herencia García del Castillo, Ricardo Moya Garcia, Manuel Jesús Cerezo Mazón, Ekaitz Arriola Garcia, Pablo Menéndez Fernández-Miranda

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

2502.17029 2025-02-25 eess.IV cs.CV 86%

M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image Segmentation

Boris Shirokikh, Anvar Kurmukov, Mariia Donskova, Valentin Samokhin, Mikhail Belyaev, Ivan Oseledets

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

Comments 17 pages,7 figures,11 tables

2501.04996 2025-01-10 eess.IV cs.CV 86%

A CT Image Classification Network Framework for Lung Tumors Based on Pre-trained MobileNetV2 Model and Transfer learning, And Its Application and Market Analysis in the Medical field

Ziyang Gao, Yong Tian, Shih-Chi Lin, Junghua Lin

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

2408.03616 2025-01-07 eess.IV cs.CV 86%

Distillation Learning Guided by Image Reconstruction for One-Shot Medical Image Segmentation

Feng Zhou, Yanjie Zhou, Longjie Wang, Yun Peng, David E. Carlson, Liyun Tu

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

2407.11087 2025-01-07 eess.IV cs.CV 86%

Restore-RWKV: Efficient and Effective Medical Image Restoration with RWKV

Zhiwen Yang, Jiayin Li, Hui Zhang, Dan Zhao, Bingzheng Wei, Yan Xu

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

Comments This paper introduces the first RWKV-based model for image restoration

2412.16860 2024-12-24 eess.IV cs.CV 86%

Diffusion-Based Approaches in Medical Image Generation and Analysis

Abdullah al Nomaan Nafi, Md. Alamgir Hossain, Rakib Hossain Rifat, Md Mahabub Uz Zaman, Md Manjurul Ahsan, Shivakumar Raman

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

2311.12070 2024-11-26 eess.IV cs.CV 86%

FDDM: Unsupervised Medical Image Translation with a Frequency-Decoupled Diffusion Model

Yunxiang Li, Hua-Chieh Shao, Xiaoxue Qian, You Zhang

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

2411.14525 2024-11-25 eess.IV cs.CV 86%

SegBook: A Simple Baseline and Cookbook for Volumetric Medical Image Segmentation

Jin Ye, Ying Chen, Yanjun Li, Haoyu Wang, Zhongying Deng, Ziyan Huang, Yanzhou Su, Chenglong Ma, Yuanfeng Ji, Junjun He

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

2411.06513 2024-11-12 eess.IV cs.CV 86%

PRISM: Privacy-preserving Inter-Site MRI Harmonization via Disentangled Representation Learning

Sarang Galada, Tanurima Halder, Kunal Deo, Ram P Krish, Kshitij Jadhav

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

Comments This work has been submitted to ISBI 2025

2409.16728 2024-10-07 eess.IV cs.CV 86%

SDCL: Students Discrepancy-Informed Correction Learning for Semi-supervised Medical Image Segmentation

Bentao Song, Qingfeng Wang

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

Comments Accepted at MICCAI 2024

2406.02936 2024-10-02 eess.IV cs.CV 86%

Radiomics-guided Multimodal Self-attention Network for Predicting Pathological Complete Response in Breast MRI

Jonghun Kim, Hyunjin Park

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

Comments 5 pages, 5 figures, IEEE ISBI 2024 proceedings

2105.13153 2024-10-01 eess.IV cs.CV 86%

Cardiac Segmentation on CT Images through Shape-Aware Contour Attentions

Sanguk Park, Minyoung Chung

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

2409.16733 2024-09-26 eess.IV cs.CV 86%

The Effect of Lossy Compression on 3D Medical Images Segmentation with Deep Learning

Anvar Kurmukov, Bogdan Zavolovich, Aleksandra Dalechina, Vladislav Proskurov, Boris Shirokikh

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

Comments 12 pages, 5 figures, 2 tables; accepted on MICCAI Workshop on Advancing Data Solutions in Medical Imaging AI

2407.18070 2024-09-20 eess.IV cs.CV 86%

CSWin-UNet: Transformer UNet with Cross-Shaped Windows for Medical Image Segmentation

Xiao Liu, Peng Gao, Tao Yu, Fei Wang, Ru-Yue Yuan

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

2311.14875 2024-09-17 eess.IV cs.CV 86%

Bayesian Neural Networks for 2D MRI Segmentation

Lohith Konathala

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

Comments 9 pages, conference-paper style

2409.08500 2024-09-16 eess.IV cs.CV 86%

Cross-conditioned Diffusion Model for Medical Image to Image Translation

Zhaohu Xing, Sicheng Yang, Sixiang Chen, Tian Ye, Yijun Yang, Jing Qin, Lei Zhu

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

Comments miccai24

2408.15118 2024-08-28 eess.IV cs.CV 86%

DIFR3CT: Latent Diffusion for Probabilistic 3D CT Reconstruction from Few Planar X-Rays

Yiran Sun, Hana Baroudi, Tucker Netherton, Laurence Court, Osama Mawlawi, Ashok Veeraraghavan, Guha Balakrishnan

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

Comments 11 pages, 9 figures

2408.09432 2024-08-20 eess.IV cs.AI cs.CV 86%

Deformation-aware GAN for Medical Image Synthesis with Substantially Misaligned Pairs

Bowen Xin, Tony Young, Claire E Wainwright, Tamara Blake, Leo Lebrat, Thomas Gaass, Thomas Benkert, Alto Stemmer, David Coman, Jason Dowling

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

Comments Accepted by MIDL2024

1. 医学影像 22681 篇

Is SAM 2 Better than SAM in Medical Image Segmentation?

Language Models for Automated Classification of Brain MRI Reports and Growth Chart Generation

SynthFM: Training Modality-agnostic Foundation Models for Medical Image Segmentation without Real Medical Data

Hybrid CNN with Chebyshev Polynomial Expansion for Medical Image Analysis

MedSAM2: Segment Anything in 3D Medical Images and Videos

STPNet: Scale-aware Text Prompt Network for Medical Image Segmentation

DG-TTA: Out-of-domain Medical Image Segmentation through Augmentation and Descriptor-driven Domain Generalization and Test-Time Adaptation

Denoising via Repainting: an image denoising method using layer wise medical image repainting

Efficient Feature Extraction and Classification Architecture for MRI-Based Brain Tumor Detection and Localization

HAGAN: Hybrid Augmented Generative Adversarial Network for Medical Image Synthesis

From Claims to Evidence: A Unified Framework and Critical Analysis of CNN vs. Transformer vs. Mamba in Medical Image Segmentation

In-context learning for medical image segmentation

Diffusion Models for conditional MRI generation

M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image Segmentation

A CT Image Classification Network Framework for Lung Tumors Based on Pre-trained MobileNetV2 Model and Transfer learning, And Its Application and Market Analysis in the Medical field

Distillation Learning Guided by Image Reconstruction for One-Shot Medical Image Segmentation

Restore-RWKV: Efficient and Effective Medical Image Restoration with RWKV

Diffusion-Based Approaches in Medical Image Generation and Analysis

FDDM: Unsupervised Medical Image Translation with a Frequency-Decoupled Diffusion Model

SegBook: A Simple Baseline and Cookbook for Volumetric Medical Image Segmentation

PRISM: Privacy-preserving Inter-Site MRI Harmonization via Disentangled Representation Learning

SDCL: Students Discrepancy-Informed Correction Learning for Semi-supervised Medical Image Segmentation

Radiomics-guided Multimodal Self-attention Network for Predicting Pathological Complete Response in Breast MRI

Cardiac Segmentation on CT Images through Shape-Aware Contour Attentions

The Effect of Lossy Compression on 3D Medical Images Segmentation with Deep Learning

CSWin-UNet: Transformer UNet with Cross-Shaped Windows for Medical Image Segmentation

Bayesian Neural Networks for 2D MRI Segmentation

Cross-conditioned Diffusion Model for Medical Image to Image Translation

DIFR3CT: Latent Diffusion for Probabilistic 3D CT Reconstruction from Few Planar X-Rays

Deformation-aware GAN for Medical Image Synthesis with Substantially Misaligned Pairs