医学 AI - arXivDaily 专题

2308.08465 2023-08-17 eess.IV cs.CV cs.LG 82%

Hierarchical Uncertainty Estimation for Medical Image Segmentation Networks

Xinyu Bai, Wenjia Bai

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

Comments 8 pages, 3 figures

2308.07885 2023-08-16 eess.IV cs.CV cs.LG 82%

The Challenge of Fetal Cardiac MRI Reconstruction Using Deep Learning

Denis Prokopenko, Kerstin Hammernik, Thomas Roberts, David F A Lloyd, Daniel Rueckert, Joseph V Hajnal

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

2308.05129 2023-08-11 eess.IV cs.CV cs.CY cs.LG 82%

Are Sex-based Physiological Differences the Cause of Gender Bias for Chest X-ray Diagnosis?

Nina Weng, Siavash Bigdeli, Eike Petersen, Aasa Feragen

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

2308.04551 2023-08-10 eess.IV cs.CV cs.LG 82%

Improving Medical Image Classification in Noisy Labels Using Only Self-supervised Pretraining

Bidur Khanal, Binod Bhattarai, Bishesh Khanal, Cristian A. Linte

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

Comments Accepted at MICCAI 2023 DEMI Workshop

2308.02631 2023-08-08 eess.IV cs.CV cs.LG 82%

Uncertainty Estimation and Propagation in Accelerated MRI Reconstruction

Paul Fischer, Thomas Küstner, Christian F. Baumgartner

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

2308.02009 2023-08-07 physics.med-ph 82%

Image registration of an electromagnetic tracking enabled afterloader and CT using a phantom for the quality control of implant reconstruction

Isaac Neri Gomez-Sarmiento, Daline Tho, Christopher Dürrbeck, Wim de Jager, Denis Laurendeau, Luc Beaulieu

专题命中医学影像：CT(title,abstract)；MRI(abstract)

2307.12790 2023-07-25 eess.IV cs.CV cs.LG 82%

Compact & Capable: Harnessing Graph Neural Networks and Edge Convolution for Medical Image Classification

Aryan Singh, Pepijn Van de Ven, Ciarán Eising, Patrick Denny

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

Journal ref Proceedings of the Irish Machine Vision and Image Processing Conference 2023

2307.11980 2023-07-25 eess.IV cs.CV cs.LG 82%

Simulation of Arbitrary Level Contrast Dose in MRI Using an Iterative Global Transformer Model

Dayang Wang, Srivathsa Pasumarthi, Greg Zaharchuk, Ryan Chamberlain

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

Comments Accepted in MICCAI 2023

2307.11960 2023-07-25 eess.IV cs.CV cs.LG 82%

DHC: Dual-debiased Heterogeneous Co-training Framework for Class-imbalanced Semi-supervised Medical Image Segmentation

Haonan Wang, Xiaomeng Li

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

Comments Accepted at MICCAI2023

2307.11397 2023-07-24 eess.IV cs.AI cs.CV cs.LG math.PR 82%

Probabilistic Modeling of Inter- and Intra-observer Variability in Medical Image Segmentation

Arne Schmidt, Pablo Morales-Álvarez, Rafael Molina

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

Comments 13 pages, 5 figures

2305.01146 2023-07-21 cs.CL 82%

RadAdapt: Radiology Report Summarization via Lightweight Domain Adaptation of Large Language Models

Dave Van Veen, Cara Van Uden, Maayane Attias, Anuj Pareek, Christian Bluethgen, Malgorzata Polacin, Wah Chiu, Jean-Benoit Delbrouck, Juan Manuel Zambrano Chaves, Curtis P. Langlotz, Akshay S. Chaudhari, John Pauly

专题命中医学影像：radiology(title,abstract)；biomedical(abstract)

Comments 12 pages, 10 figures. Published in ACL BioNLP. Compared to v1, v2 includes minor edits and one additional figure in the appendix. Compared to v2, v3 includes a link to the project's GitHub repository

2307.09547 2023-07-20 eess.SP cs.LG eess.IV 82%

DreaMR: Diffusion-driven Counterfactual Explanation for Functional MRI

Hasan Atakan Bedel, Tolga Çukur

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

2307.06771 2023-07-14 eess.IV cs.CV cs.LG 82%

Generalizing Supervised Deep Learning MRI Reconstruction to Multiple and Unseen Contrasts using Meta-Learning Hypernetworks

Sriprabha Ramanarayanan, Arun Palla, Keerthi Ram, Mohanasankar Sivaprakasam

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

Comments Accepted for publication in Elsevier Applied Soft Computing Journal, 36 pages, 18 figures

2307.04390 2023-07-12 eess.IV cs.CV cs.LG 82%

CT-based Subchondral Bone Microstructural Analysis in Knee Osteoarthritis via MR-Guided Distillation Learning

Yuqi Hu, Xiangyu Zhao, Gaowei Qing, Kai Xie, Chenglei Liu, Lichi Zhang

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

Comments 5 figures, 4 tables

2210.16509 2023-06-28 math.NA cs.CE cs.NA 82%

Fast Iterative Reconstruction for Multi-spectral CT by a Schmidt Orthogonal Modification Algorithm (SOMA)

Huiying Pan, Shusen Zhao, Weibin Zhang, Huitao Zhang, Xing Zhao

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

2306.14350 2023-06-27 eess.IV cs.CV cs.LG 82%

CDiffMR: Can We Replace the Gaussian Noise with K-Space Undersampling for Fast MRI?

Jiahao Huang, Angelica Aviles-Rivero, Carola-Bibiane Schönlieb, Guang Yang

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

Comments 10 pages, 4 figures, accepted by MICCAI 2023

2306.12988 2023-06-23 eess.IV cs.CV cs.LG 82%

Can a single image processing algorithm work equally well across all phases of DCE-MRI?

Adam G. Tattersall, Keith A. Goatman, Lucy E. Kershaw, Scott I. K. Semple, Sonia Dahdouh

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

Journal ref Proc. SPIE 12464, Medical Imaging 2023: Image Processing, 124642X (3 April 2023)

2306.12438 2023-06-23 eess.IV cs.CV cs.LG 82%

Aligning Synthetic Medical Images with Clinical Knowledge using Human Feedback

Shenghuan Sun, Gregory M. Goldgof, Atul Butte, Ahmed M. Alaa

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

2306.12365 2023-06-22 eess.IV cs.CV cs.LG physics.med-ph 82%

Attention Hybrid Variational Net for Accelerated MRI Reconstruction

Guoyao Shen, Boran Hao, Mengyu Li, Chad W. Farris, Ioannis Ch. Paschalidis, Stephan W. Anderson, Xin Zhang

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

Comments 22 pages, 4 figures, 3 tables

2306.12242 2023-06-22 eess.IV cs.CV cs.LG 82%

Concurrent ischemic lesion age estimation and segmentation of CT brain using a Transformer-based network

Adam Marcus, Paul Bentley, Daniel Rueckert

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

2209.04338 2023-06-21 eess.IV cs.CR cs.CV cs.LG 82%

Bridging the Gap: Differentially Private Equivariant Deep Learning for Medical Image Analysis

Florian A. Hölzl, Daniel Rueckert, Georgios Kaissis

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

Comments Accepted as extended abstract at GeoMedIA Workshop 2022 (https://openreview.net/forum?id=rGYfMrMxI17)

2306.10611 2023-06-21 eess.IV cs.CV cs.LG 82%

Deep learning-based group-wise registration for longitudinal MRI analysis in glioma

Claudia Chinea Hammecher, Karin van Garderen, Marion Smits, Pieter Wesseling, Bart Westerman, Pim French, Mathilde Kouwenhoven, Roel Verhaak, Frans Vos, Esther Bron, Bo Li

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

Comments Digital poster presented at the annual meeting of the International Society for Magnetic Resonance in Medicine (ISMRM) 2023. A 6 minute video about this work is available for browsing by the conference website (Program number: 4361)

2306.02055 2023-06-21 cs.AI 82%

Case Studies on X-Ray Imaging, MRI and Nuclear Imaging

Shuvra Sarker, Angona Biswas, MD Abdullah Al Nasim, Md Shahin Ali, Sai Puppala, Sajedul Talukder

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

Comments 15 pages, 3 figures, 4 tables; Acceptance of the chapter for the Springer book "Data-driven approaches to medical imaging"

2306.06982 2023-06-13 eess.IV cs.CV cs.LG 82%

Weakly Supervised Lesion Detection and Diagnosis for Breast Cancers with Partially Annotated Ultrasound Images

Jian Wang, Liang Qiao, Shichong Zhou, Jin Zhou, Jun Wang, Juncheng Li, Shihui Ying, Cai Chang, Jun Shi

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

2306.04339 2023-06-08 eess.IV cs.AI cs.CV cs.LG physics.med-ph 82%

Unpaired Deep Learning for Pharmacokinetic Parameter Estimation from Dynamic Contrast-Enhanced MRI

Gyutaek Oh, Won-Jin Moon, Jong Chul Ye

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

2303.05785 2023-06-07 eess.IV cs.CV cs.LG 82%

Scaling Up 3D Kernels with Bayesian Frequency Re-parameterization for Medical Image Segmentation

Ho Hin Lee, Quan Liu, Shunxing Bao, Qi Yang, Xin Yu, Leon Y. Cai, Thomas Li, Yuankai Huo, Xenofon Koutsoukos, Bennett A. Landman

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

Comments Accepted to MICCAI 2023 (top 13.6%), both codes and pretrained models are available at: https://github.com/MASILab/RepUX-Net

2306.02492 2023-06-06 cs.CL 82%

RadLing: Towards Efficient Radiology Report Understanding

Rikhiya Ghosh, Sanjeev Kumar Karn, Manuela Daniela Danu, Larisa Micu, Ramya Vunikili, Oladimeji Farri

专题命中医学影像：radiology(title,abstract)；biomedical(abstract)

Comments Association for Computational Linguistics (ACL), 2023

Journal ref 61st Annual Meeting of the Association for Computational Linguistics (ACL), July 9-14, 2023, Toronto, Canada

2306.01752 2023-06-06 eess.IV cs.CV cs.LG 82%

Handling Label Uncertainty on the Example of Automatic Detection of Shepherd's Crook RCA in Coronary CT Angiography

Felix Denzinger, Michael Wels, Oliver Taubmann, Florian Kordon, Fabian Wagner, Stephanie Mehltretter, Mehmet A. Gülsün, Max Schöbinger, Florian André, Sebastian Buss, Johannes Görich, Michael Sühling, Andreas Maier

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

Comments Accepted at ISBI 2023

2301.08868 2023-06-01 eess.IV cs.CV cs.LG 82%

Computationally Efficient 3D MRI Reconstruction with Adaptive MLP

Eric Z. Chen, Chi Zhang, Xiao Chen, Yikang Liu, Terrence Chen, Shanhui Sun

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

Comments MICCAI 2023 early accept

2305.17456 2023-05-30 eess.IV cs.CV cs.LG 82%

Trustworthy Deep Learning for Medical Image Segmentation

Lucas Fidon

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

Comments PhD thesis successfully defended on 1st July 2022. Examiners: Prof Sotirios Tsaftaris and Dr Wenjia Bai

1. 医学影像 22645 篇

Hierarchical Uncertainty Estimation for Medical Image Segmentation Networks

The Challenge of Fetal Cardiac MRI Reconstruction Using Deep Learning

Are Sex-based Physiological Differences the Cause of Gender Bias for Chest X-ray Diagnosis?

Improving Medical Image Classification in Noisy Labels Using Only Self-supervised Pretraining

Uncertainty Estimation and Propagation in Accelerated MRI Reconstruction

Image registration of an electromagnetic tracking enabled afterloader and CT using a phantom for the quality control of implant reconstruction

Compact & Capable: Harnessing Graph Neural Networks and Edge Convolution for Medical Image Classification

Simulation of Arbitrary Level Contrast Dose in MRI Using an Iterative Global Transformer Model

DHC: Dual-debiased Heterogeneous Co-training Framework for Class-imbalanced Semi-supervised Medical Image Segmentation

Probabilistic Modeling of Inter- and Intra-observer Variability in Medical Image Segmentation

RadAdapt: Radiology Report Summarization via Lightweight Domain Adaptation of Large Language Models

DreaMR: Diffusion-driven Counterfactual Explanation for Functional MRI

Generalizing Supervised Deep Learning MRI Reconstruction to Multiple and Unseen Contrasts using Meta-Learning Hypernetworks

CT-based Subchondral Bone Microstructural Analysis in Knee Osteoarthritis via MR-Guided Distillation Learning

Fast Iterative Reconstruction for Multi-spectral CT by a Schmidt Orthogonal Modification Algorithm (SOMA)

CDiffMR: Can We Replace the Gaussian Noise with K-Space Undersampling for Fast MRI?

Can a single image processing algorithm work equally well across all phases of DCE-MRI?

Aligning Synthetic Medical Images with Clinical Knowledge using Human Feedback

Attention Hybrid Variational Net for Accelerated MRI Reconstruction

Concurrent ischemic lesion age estimation and segmentation of CT brain using a Transformer-based network

Bridging the Gap: Differentially Private Equivariant Deep Learning for Medical Image Analysis

Deep learning-based group-wise registration for longitudinal MRI analysis in glioma

Case Studies on X-Ray Imaging, MRI and Nuclear Imaging

Weakly Supervised Lesion Detection and Diagnosis for Breast Cancers with Partially Annotated Ultrasound Images

Unpaired Deep Learning for Pharmacokinetic Parameter Estimation from Dynamic Contrast-Enhanced MRI

Scaling Up 3D Kernels with Bayesian Frequency Re-parameterization for Medical Image Segmentation

RadLing: Towards Efficient Radiology Report Understanding

Handling Label Uncertainty on the Example of Automatic Detection of Shepherd's Crook RCA in Coronary CT Angiography

Computationally Efficient 3D MRI Reconstruction with Adaptive MLP

Trustworthy Deep Learning for Medical Image Segmentation