医学 AI - arXivDaily 专题

2405.15517 2024-06-19 eess.IV cs.CV cs.LG 85%

Erase to Enhance: Data-Efficient Machine Unlearning in MRI Reconstruction

Yuyang Xue, Jingshuai Liu, Steven McDonagh, Sotirios A. Tsaftaris

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

Comments The paper is accpeted by MIDL 2024

2405.10004 2024-06-19 eess.IV cs.CV cs.LG 85%

ROCOv2: Radiology Objects in COntext Version 2, an Updated Multimodal Image Dataset

Johannes Rückert, Louise Bloch, Raphael Brüngel, Ahmad Idrissi-Yaghir, Henning Schäfer, Cynthia S. Schmidt, Sven Koitka, Obioma Pelka, Asma Ben Abacha, Alba G. Seco de Herrera, Henning Müller, Peter A. Horn, Felix Nensa, Christoph M. Friedrich

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

Comments Accepted for Scientific Data

2406.02653 2024-06-06 eess.IV cs.AI cs.CV cs.LG 85%

Pancreatic Tumor Segmentation as Anomaly Detection in CT Images Using Denoising Diffusion Models

Reza Babaei, Samuel Cheng, Theresa Thai, Shangqing Zhao

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

2406.01736 2024-06-05 physics.med-ph 85%

Intensity Normalization Techniques and Their Effect on the Robustness and Predictive Power of Breast MRI Radiomics

Florian Schwarzhans, Geevarghese George, Lorena Escudero Sanchez, Olgica Zaric, Jean E Abraham, Ramona Woitek, Sepideh Hatamikia

专题命中医学影像：MRI(title,abstract)；medical image(abstract)；diagnosis(abstract)

2405.16850 2024-05-28 eess.IV cs.CV cs.LG 85%

UniCompress: Enhancing Multi-Data Medical Image Compression with Knowledge Distillation

Runzhao Yang, Yinda Chen, Zhihong Zhang, Xiaoyu Liu, Zongren Li, Kunlun He, Zhiwei Xiong, Jinli Suo, Qionghai Dai

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

2405.09594 2024-05-17 eess.IV cs.CV cs.LG 85%

Learning Generalized Medical Image Representations through Image-Graph Contrastive Pretraining

Sameer Khanna, Daniel Michael, Marinka Zitnik, Pranav Rajpurkar

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

Comments Accepted into Machine Learning for Health (ML4H) 2023

2312.12880 2024-05-17 eess.IV cs.CV cs.LG 85%

Testing the Segment Anything Model on radiology data

José Guilherme de Almeida, Nuno M. Rodrigues, Sara Silva, Nickolas Papanikolaou

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

2309.10153 2024-05-13 eess.IV cs.CV cs.LG 85%

Preserving Tumor Volumes for Unsupervised Medical Image Registration

Qihua Dong, Hao Du, Ying Song, Yan Xu, Jing Liao

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

Comments ICCV 2023 Poster

2405.00130 2024-05-02 eess.IV cs.CV cs.LG 85%

A Flexible 2.5D Medical Image Segmentation Approach with In-Slice and Cross-Slice Attention

Amarjeet Kumar, Hongxu Jiang, Muhammad Imran, Cyndi Valdes, Gabriela Leon, Dahyun Kang, Parvathi Nataraj, Yuyin Zhou, Michael D. Weiss, Wei Shao

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

2404.09761 2024-04-16 eess.IV cs.CV cs.LG 85%

Deep Learning-Based Segmentation of Tumors in PET/CT Volumes: Benchmark of Different Architectures and Training Strategies

Monika Górka, Daniel Jaworek, Marek Wodzinski

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

2403.18514 2024-03-28 eess.IV cs.CV cs.LG 85%

CT-3DFlow : Leveraging 3D Normalizing Flows for Unsupervised Detection of Pathological Pulmonary CT scans

Aissam Djahnine, Alexandre Popoff, Emilien Jupin-Delevaux, Vincent Cottin, Olivier Nempont, Loic Boussel

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

2403.12695 2024-03-20 eess.IV cs.CV cs.LG 85%

Federated Semi-supervised Learning for Medical Image Segmentation with intra-client and inter-client Consistency

Yubin Zheng, Peng Tang, Tianjie Ju, Weidong Qiu, Bo Yan

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

Comments Working in progress

2306.08666 2024-03-20 cs.CL cs.AI 85%

Radiology-GPT: A Large Language Model for Radiology

Zhengliang Liu, Aoxiao Zhong, Yiwei Li, Longtao Yang, Chao Ju, Zihao Wu, Chong Ma, Peng Shu, Cheng Chen, Sekeun Kim, Haixing Dai, Lin Zhao, Lichao Sun, Dajiang Zhu, Jun Liu, Wei Liu, Dinggang Shen, Xiang Li, Quanzheng Li, Tianming Liu

专题命中医学影像：radiology(title,abstract)；healthcare AI(abstract)；diagnosis(abstract)

2403.08162 2024-03-14 eess.IV cs.CV cs.LG 85%

Iterative Learning for Joint Image Denoising and Motion Artifact Correction of 3D Brain MRI

Lintao Zhang, Mengqi Wu, Lihong Wang, David C. Steffens, Guy G. Potter, Mingxia Liu

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

2403.07105 2024-03-13 eess.IV cs.CV cs.LG physics.med-ph 85%

A slice classification neural network for automated classification of axial PET/CT slices from a multi-centric lymphoma dataset

Shadab Ahamed, Yixi Xu, Ingrid Bloise, Joo H. O, Carlos F. Uribe, Rahul Dodhia, Juan L. Ferres, Arman Rahmim

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

Comments 10 pages, 6 figures, 2 tables

Journal ref Proc. SPIE 12464, Medical Imaging 2023: Image Processing, 124641Q (3 April 2023)

2403.03642 2024-03-07 eess.IV cs.CV cs.LG 85%

Generative Active Learning with Variational Autoencoder for Radiology Data Generation in Veterinary Medicine

In-Gyu Lee, Jun-Young Oh, Hee-Jung Yu, Jae-Hwan Kim, Ki-Dong Eom, Ji-Hoon Jeong

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

2307.12775 2024-02-13 cs.CV cs.AI cs.LG eess.IV 85%

Is attention all you need in medical image analysis? A review

Giorgos Papanastasiou, Nikolaos Dikaios, Jiahao Huang, Chengjia Wang, Guang Yang

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

2303.11831 2024-02-06 cs.CV cs.LG eess.IV physics.med-ph 85%

CLADE: Cycle Loss Augmented Degradation Enhancement for Unpaired Super-Resolution of Anisotropic Medical Images

Michele Pascale, Vivek Muthurangu, Javier Montalt Tordera, Heather E Fitzke, Gauraang Bhatnagar, Stuart Taylor, Jennifer Steeden

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

2401.15111 2024-01-30 eess.IV cs.CV cs.LG 85%

Improving Fairness of Automated Chest X-ray Diagnosis by Contrastive Learning

Mingquan Lin, Tianhao Li, Zhaoyi Sun, Gregory Holste, Ying Ding, Fei Wang, George Shih, Yifan Peng

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

Comments 23 pages, 5 figures

2303.12861 2024-01-30 eess.IV cs.LG eess.SP physics.bio-ph 85%

Parallel Diffusion Model-based Sparse-view Cone-beam Breast CT

Wenjun Xia, Hsin Wu Tseng, Chuang Niu, Wenxiang Cong, Xiaohua Zhang, Shaohua Liu, Ruola Ning, Srinivasan Vedantham, Ge Wang

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

2401.14130 2024-01-26 eess.IV cs.CV cs.LG 85%

Attention-based Efficient Classification for 3D MRI Image of Alzheimer's Disease

Yihao Lin, Ximeng Li, Yan Zhang, Jinshan Tang

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

2401.10419 2024-01-22 eess.IV cs.CV cs.LG 85%

M3BUNet: Mobile Mean Max UNet for Pancreas Segmentation on CT-Scans

Juwita juwita, Ghulam Mubashar Hassan, Naveed Akhtar, Amitava Datta

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

2204.02779 2024-01-18 eess.IV cs.AI cs.CV cs.LG 85%

A Dempster-Shafer approach to trustworthy AI with application to fetal brain MRI segmentation

Lucas Fidon, Michael Aertsen, Florian Kofler, Andrea Bink, Anna L. David, Thomas Deprest, Doaa Emam, Frédéric Guffens, András Jakab, Gregor Kasprian, Patric Kienast, Andrew Melbourne, Bjoern Menze, Nada Mufti, Ivana Pogledic, Daniela Prayer, Marlene Stuempflen, Esther Van Elslander, Sébastien Ourselin, Jan Deprest, Tom Vercauteren

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

Comments Published in IEEE TPAMI. Minor revision compared to the previous version

2401.06499 2024-01-15 eess.IV cs.CV cs.LG 85%

Fully Automated Tumor Segmentation for Brain MRI data using Multiplanner UNet

Sumit Pandey, Satyasaran Changdar, Mathias Perslev, Erik B Dam

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

2309.00727 2024-01-11 eess.IV cs.CV cs.LG 85%

Deep learning in medical image registration: introduction and survey

Ahmad Hammoudeh, Stéphane Dupont

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

2305.15777 2023-12-19 eess.IV cs.CV cs.LG 85%

Dynamic Data Augmentation via MCTS for Prostate MRI Segmentation

Xinyue Xu, Yuhan Hsi, Haonan Wang, Xiaomeng Li

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

2312.01338 2023-12-05 eess.IV cs.CV cs.LG 85%

Enhancing and Adapting in the Clinic: Source-free Unsupervised Domain Adaptation for Medical Image Enhancement

Heng Li, Ziqin Lin, Zhongxi Qiu, Zinan Li, Huazhu Fu, Yan Hu, Jiang Liu

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

Comments 14 pages, 9 figures, in IEEE Transactions on Medical Imaging

2301.07475 2023-12-05 eess.IV cs.CV cs.LG 85%

Curvilinear object segmentation in medical images based on ODoS filter and deep learning network

Yuanyuan Peng, Lin Pan, Pengpeng Luan, Hongbin Tu, Xiong Li

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

Comments 20 pages, 8 figures. Applied Intelligence, 2023

2311.14990 2023-11-28 eess.IV cs.CV cs.LG 85%

View it like a radiologist: Shifted windows for deep learning augmentation of CT images

Eirik A. Østmo, Kristoffer K. Wickstrøm, Keyur Radiya, Michael C. Kampffmeyer, Robert Jenssen

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

Comments 6 pages, 3 figures, accepted to MLSP 2023

Journal ref 2023 IEEE 33rd International Workshop on Machine Learning for Signal Processing (MLSP), 1-6

2209.00462 2023-11-28 eess.IV cs.AI cs.CV cs.LG 85%

MA-RECON: Mask-aware deep-neural-network for robust fast MRI k-space interpolation

Nitzan Avidan, Moti Freiman

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

Comments Accepted to Computer Methods and Programs in Biomedicine

1. 医学影像 22615 篇

Erase to Enhance: Data-Efficient Machine Unlearning in MRI Reconstruction

ROCOv2: Radiology Objects in COntext Version 2, an Updated Multimodal Image Dataset

Pancreatic Tumor Segmentation as Anomaly Detection in CT Images Using Denoising Diffusion Models

Intensity Normalization Techniques and Their Effect on the Robustness and Predictive Power of Breast MRI Radiomics

UniCompress: Enhancing Multi-Data Medical Image Compression with Knowledge Distillation

Learning Generalized Medical Image Representations through Image-Graph Contrastive Pretraining

Testing the Segment Anything Model on radiology data

Preserving Tumor Volumes for Unsupervised Medical Image Registration

A Flexible 2.5D Medical Image Segmentation Approach with In-Slice and Cross-Slice Attention

Deep Learning-Based Segmentation of Tumors in PET/CT Volumes: Benchmark of Different Architectures and Training Strategies

CT-3DFlow : Leveraging 3D Normalizing Flows for Unsupervised Detection of Pathological Pulmonary CT scans

Federated Semi-supervised Learning for Medical Image Segmentation with intra-client and inter-client Consistency

Radiology-GPT: A Large Language Model for Radiology

Iterative Learning for Joint Image Denoising and Motion Artifact Correction of 3D Brain MRI

A slice classification neural network for automated classification of axial PET/CT slices from a multi-centric lymphoma dataset

Generative Active Learning with Variational Autoencoder for Radiology Data Generation in Veterinary Medicine

Is attention all you need in medical image analysis? A review

CLADE: Cycle Loss Augmented Degradation Enhancement for Unpaired Super-Resolution of Anisotropic Medical Images

Improving Fairness of Automated Chest X-ray Diagnosis by Contrastive Learning

Parallel Diffusion Model-based Sparse-view Cone-beam Breast CT

Attention-based Efficient Classification for 3D MRI Image of Alzheimer's Disease

M3BUNet: Mobile Mean Max UNet for Pancreas Segmentation on CT-Scans

A Dempster-Shafer approach to trustworthy AI with application to fetal brain MRI segmentation

Fully Automated Tumor Segmentation for Brain MRI data using Multiplanner UNet

Deep learning in medical image registration: introduction and survey

Dynamic Data Augmentation via MCTS for Prostate MRI Segmentation

Enhancing and Adapting in the Clinic: Source-free Unsupervised Domain Adaptation for Medical Image Enhancement

Curvilinear object segmentation in medical images based on ODoS filter and deep learning network

View it like a radiologist: Shifted windows for deep learning augmentation of CT images

MA-RECON: Mask-aware deep-neural-network for robust fast MRI k-space interpolation