医学 AI - arXivDaily 专题

2312.08255 2024-10-03 eess.IV cs.CV cs.LG 67%

OCTDL: Optical Coherence Tomography Dataset for Image-Based Deep Learning Methods

Mikhail Kulyabin, Aleksei Zhdanov, Anastasia Nikiforova, Andrey Stepichev, Anna Kuznetsova, Mikhail Ronkin, Vasilii Borisov, Alexander Bogachev, Sergey Korotkich, Paul A Constable, Andreas Maier

专题命中医学数据与评测：pathology(abstract)；分类 cs.CV、cs.LG、eess.IV

Journal ref Scientific Data 11.1 (2024): 365

2005.08644 2024-09-04 cs.CV cs.LG eess.IV 67%

Intracranial Hemorrhage Detection Using Neural Network Based Methods With Federated Learning

Utkarsh Chandra Srivastava, Anshuman Singh, K. Sree Kumar

专题命中医学数据与评测：CT(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments 3 pages

2408.12615 2024-08-27 eess.IV cs.CV cs.LG 67%

Pediatric TSC-Related Epilepsy Classification from Clinical MR Images Using Quantum Neural Network

Ling Lin, Yihang Zhou, Zhanqi Hu, Dian Jiang, Congcong Liu, Shuo Zhou, Yanjie Zhu, Jianxiang Liao, Dong Liang, Hairong Zheng, Haifeng Wang

专题命中医学数据与评测：MRI(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments 5 pages,4 figures,2 tables,presented at ISBI 2024

2406.14210 2024-06-21 eess.IV cs.CV cs.LG 67%

Self-Supervised Pretext Tasks for Alzheimer's Disease Classification using 3D Convolutional Neural Networks on Large-Scale Synthetic Neuroimaging Dataset

Chen Zheng

专题命中医学数据与评测：MRI(abstract)；分类 cs.CV、cs.LG、eess.IV

2302.02314 2024-04-02 eess.IV cs.CV cs.LG 67%

CECT: Controllable Ensemble CNN and Transformer for COVID-19 Image Classification

Zhaoshan Liu, Lei Shen

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments Computers in Biology and Medicine Accepted

2403.16335 2024-03-28 eess.IV cs.CV cs.LG 67%

MEDDAP: Medical Dataset Enhancement via Diversified Augmentation Pipeline

Yasamin Medghalchi, Niloufar Zakariaei, Arman Rahmim, Ilker Hacihaliloglu

专题命中医学数据与评测：medical image(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments submitted to miccai 2024 submitted to miccai 2024 Submitted to MICCAI-2024

2302.01622 2024-03-19 eess.IV cs.AI cs.CR cs.CV cs.LG 67%

Private, fair and accurate: Training large-scale, privacy-preserving AI models in medical imaging

Soroosh Tayebi Arasteh, Alexander Ziller, Christiane Kuhl, Marcus Makowski, Sven Nebelung, Rickmer Braren, Daniel Rueckert, Daniel Truhn, Georgios Kaissis

专题命中医学数据与评测：CT(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments Published in Communications Medicine. Nature Portfolio

Journal ref Commun Med 4(1), 46 (2024)

2301.06604 2024-02-16 physics.med-ph 67%

Enabling Competitive Performance of Medical Imaging with Diffusion Model-generated Images without Privacy Leakage

Yongyi Shi, Wenjun Xia, Chuang Niu, Christopher Wiedeman, Ge Wang

专题命中医学数据与评测：MRI(abstract)；CT(abstract)

Comments 30 pages, 3 figures

2401.12438 2024-01-24 eess.IV cs.CV cs.DC cs.LG 67%

Secure Federated Learning Approaches to Diagnosing COVID-19

Rittika Adhikari, Christopher Settles

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.CV、cs.LG、eess.IV

2312.02608 2023-12-06 cs.CV cs.AI cs.LG eess.IV 67%

Panoptica -- instance-wise evaluation of 3D semantic and instance segmentation maps

Florian Kofler, Hendrik Möller, Josef A. Buchner, Ezequiel de la Rosa, Ivan Ezhov, Marcel Rosier, Isra Mekki, Suprosanna Shit, Moritz Negwer, Rami Al-Maskari, Ali Ertürk, Shankeeth Vinayahalingam, Fabian Isensee, Sarthak Pati, Daniel Rueckert, Jan S. Kirschke, Stefan K. Ehrlich, Annika Reinke, Bjoern Menze, Benedikt Wiestler, Marie Piraud

专题命中医学数据与评测：biomedical(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments 15 pages, 6 figures, 3 tables

2311.08524 2023-11-16 eess.IV cs.CV cs.LG 67%

Cross-dataset domain adaptation for the classification COVID-19 using chest computed tomography images

Ridha Ouni, Haikel Alhichri

专题命中医学数据与评测：CT(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments 31 pages, 15 figures

2308.04439 2023-08-22 cs.CR 67%

Global Differential Privacy for Distributed Metaverse Healthcare Systems

Mehdi Letafati, Safa Otoum

专题命中医学数据与评测：clinical AI(abstract)；diagnosis(abstract)

2210.09309 2023-08-02 eess.IV cs.CV cs.LG 67%

RibSeg v2: A Large-scale Benchmark for Rib Labeling and Anatomical Centerline Extraction

Liang Jin, Shixuan Gu, Donglai Wei, Jason Ken Adhinarta, Kaiming Kuang, Yongjie Jessica Zhang, Hanspeter Pfister, Bingbing Ni, Jiancheng Yang, Ming Li

专题命中医学数据与评测：CT(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments 10 pages, 6 figures, journal

2308.00053 2023-08-02 eess.IV cs.CV cs.LG 67%

T-Fusion Net: A Novel Deep Neural Network Augmented with Multiple Localizations based Spatial Attention Mechanisms for Covid-19 Detection

Susmita Ghosh, Abhiroop Chatterjee

专题命中医学数据与评测：CT(abstract)；分类 cs.CV、cs.LG、eess.IV

2307.08535 2023-07-19 eess.IV cs.CV cs.LG 67%

Multi-class point cloud completion networks for 3D cardiac anatomy reconstruction from cine magnetic resonance images

Marcel Beetz, Abhirup Banerjee, Julius Ossenberg-Engels, Vicente Grau

专题命中医学数据与评测：MRI(abstract)；分类 cs.CV、cs.LG、eess.IV

2304.00134 2023-04-04 physics.med-ph cs.AI 67%

A Surface-Based Federated Chow Test Model for Integrating APOE Status, Tau Deposition Measure, and Hippocampal Surface Morphometry

Jianfeng Wu, Yi Su, Yanxi Chen, Wenhui Zhu, Eric M. Reiman, Richard J. Caselli, Kewei Chen, Paul M. Thompson, Junwen Wang, Yalin Wang

专题命中医学数据与评测：MRI(abstract)；diagnosis(abstract)

2303.16141 2023-03-29 cs.LG cs.CV eess.IV 67%

A Comparative Study of Federated Learning Models for COVID-19 Detection

Erfan Darzidehkalani, Nanna M. Sijtsema, P. M. A van Ooijen

专题命中医学数据与评测：medical image(abstract)；分类 cs.CV、cs.LG、eess.IV

2303.04839 2023-03-10 cs.CV cs.LG eess.IV 67%

High Fidelity Synthetic Face Generation for Rosacea Skin Condition from Limited Data

Anwesha Mohanty, Alistair Sutherland, Marija Bezbradica, Hossein Javidnia

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.CV、cs.LG、eess.IV

2209.14603 2022-12-27 cs.CR cs.CV cs.LG eess.IV 67%

Dataset Distillation for Medical Dataset Sharing

Guang Li, Ren Togo, Takahiro Ogawa, Miki Haseyama

专题命中医学数据与评测：medical image(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments Accepted by AAAI-23 Workshop on Representation Learning for Responsible Human-Centric AI

2201.07040 2022-12-26 cs.AI 67%

Benchmark datasets driving artificial intelligence development fail to capture the needs of medical professionals

Kathrin Blagec, Jakob Kraiger, Wolfgang Frühwirt, Matthias Samwald

专题命中医学数据与评测：clinical AI(abstract)；biomedical(abstract)

Comments (this version extends the literature references)

Journal ref Journal of Bioinformatics, January 2023

2207.08581 2022-11-09 cs.LG cs.AI cs.CV eess.IV 67%

Study of the performance and scalability of federated learning for medical imaging with intermittent clients

Judith Sáinz-Pardo Díaz, Álvaro López García

专题命中医学数据与评测：medical image(abstract)；分类 cs.CV、cs.LG、eess.IV

2210.10998 2022-10-21 eess.IV cs.CV cs.LG 67%

Semi-supervised object detection based on single-stage detector for thighbone fracture localization

Jinman Wei, Jinkun Yao, Guoshan Zhanga, Bin Guan, Yueming Zhang, Shaoquan Wang

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments Preprint submitted to Applied Soft Computing

2206.15328 2022-07-11 cs.CV cs.AI cs.LG eess.IV 67%

Neural Annotation Refinement: Development of a New 3D Dataset for Adrenal Gland Analysis

Jiancheng Yang, Rui Shi, Udaranga Wickramasinghe, Qikui Zhu, Bingbing Ni, Pascal Fua

专题命中医学数据与评测：diagnosis(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments MICCAI 2022

2206.12407 2022-07-06 eess.IV cs.CV cs.LG physics.med-ph 67%

Independent evaluation of state-of-the-art deep networks for mammography

Osvaldo Matias Velarde, Lucas Parra

专题命中医学数据与评测：radiology(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments 17 pages, 8 figures, 4 tables

2206.04487 2022-06-10 cs.HC 67%

Human Activity Recognition from Knee Angle Using Machine Learning Techniques

Farhad Nazari, Darius Nahavandi, Navid Mohajer, Abbas Khosravi

专题命中医学数据与评测：pathology(abstract)；diagnosis(abstract)

Comments Published in 2021 IEEE International Conference on Systems, Man, and Cybernetics (SMC)

2202.02833 2022-03-21 eess.IV cs.CV cs.LG 67%

CheXstray: Real-time Multi-Modal Data Concordance for Drift Detection in Medical Imaging AI

Arjun Soin, Jameson Merkow, Jin Long, Joseph Paul Cohen, Smitha Saligrama, Stephen Kaiser, Steven Borg, Ivan Tarapov, Matthew P Lungren

专题命中医学数据与评测：clinical AI(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments Added code url

2202.10456 2022-02-23 cs.LG cs.CR cs.CV eess.IV 67%

Feasibility Study of Multi-Site Split Learning for Privacy-Preserving Medical Systems under Data Imbalance Constraints in COVID-19, X-Ray, and Cholesterol Dataset

Yoo Jeong Ha, Gusang Lee, Minjae Yoo, Soyi Jung, Seehwan Yoo, Joongheon Kim

专题命中医学数据与评测：CT(abstract)；分类 cs.CV、cs.LG、eess.IV

2202.00675 2022-02-09 eess.IV cs.CV cs.LG 67%

A training-free recursive multiresolution framework for diffeomorphic deformable image registration

Ameneh Sheikhjafari, Michelle Noga, Kumaradevan Punithakumar, Nilanjan Ray

专题命中医学数据与评测：medical image(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments 15 pages, 5 figures, 3 tables, 1 algorithm, The International Journal of Research on Intelligent Systems for Real Life Complex Problems

2112.13811 2021-12-28 eess.IV cs.CV cs.LG 67%

Infant Brain Age Classification: 2D CNN Outperforms 3D CNN in Small Dataset

Mahdieh Shabanian, Markus Wenzel, John P. DeVincenzo

专题命中医学数据与评测：MRI(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments 8 pages, 5 figures, 3 tables. arXiv admin note: text overlap with arXiv:2010.03963

Journal ref SPIE 2022 Medical Imaging Conference

2110.08424 2021-10-22 eess.IV cs.CV cs.LG 67%

Deep learning-based detection of intravenous contrast in computed tomography scans

Zezhong Ye, Jack M. Qian, Ahmed Hosny, Roman Zeleznik, Deborah Plana, Jirapat Likitlersuang, Zhongyi Zhang, Raymond H. Mak, Hugo J. W. L. Aerts, Benjamin H. Kann

专题命中医学数据与评测：CT(abstract)；分类 cs.CV、cs.LG、eess.IV

1. 医学数据与评测 2119 篇

OCTDL: Optical Coherence Tomography Dataset for Image-Based Deep Learning Methods

Intracranial Hemorrhage Detection Using Neural Network Based Methods With Federated Learning

Pediatric TSC-Related Epilepsy Classification from Clinical MR Images Using Quantum Neural Network

Self-Supervised Pretext Tasks for Alzheimer's Disease Classification using 3D Convolutional Neural Networks on Large-Scale Synthetic Neuroimaging Dataset

CECT: Controllable Ensemble CNN and Transformer for COVID-19 Image Classification

MEDDAP: Medical Dataset Enhancement via Diversified Augmentation Pipeline

Private, fair and accurate: Training large-scale, privacy-preserving AI models in medical imaging

Enabling Competitive Performance of Medical Imaging with Diffusion Model-generated Images without Privacy Leakage

Secure Federated Learning Approaches to Diagnosing COVID-19

Panoptica -- instance-wise evaluation of 3D semantic and instance segmentation maps

Cross-dataset domain adaptation for the classification COVID-19 using chest computed tomography images

Global Differential Privacy for Distributed Metaverse Healthcare Systems

RibSeg v2: A Large-scale Benchmark for Rib Labeling and Anatomical Centerline Extraction

T-Fusion Net: A Novel Deep Neural Network Augmented with Multiple Localizations based Spatial Attention Mechanisms for Covid-19 Detection

Multi-class point cloud completion networks for 3D cardiac anatomy reconstruction from cine magnetic resonance images

A Surface-Based Federated Chow Test Model for Integrating APOE Status, Tau Deposition Measure, and Hippocampal Surface Morphometry

A Comparative Study of Federated Learning Models for COVID-19 Detection

High Fidelity Synthetic Face Generation for Rosacea Skin Condition from Limited Data

Dataset Distillation for Medical Dataset Sharing

Benchmark datasets driving artificial intelligence development fail to capture the needs of medical professionals

Study of the performance and scalability of federated learning for medical imaging with intermittent clients

Semi-supervised object detection based on single-stage detector for thighbone fracture localization

Neural Annotation Refinement: Development of a New 3D Dataset for Adrenal Gland Analysis

Independent evaluation of state-of-the-art deep networks for mammography

Human Activity Recognition from Knee Angle Using Machine Learning Techniques

CheXstray: Real-time Multi-Modal Data Concordance for Drift Detection in Medical Imaging AI

Feasibility Study of Multi-Site Split Learning for Privacy-Preserving Medical Systems under Data Imbalance Constraints in COVID-19, X-Ray, and Cholesterol Dataset

A training-free recursive multiresolution framework for diffeomorphic deformable image registration

Infant Brain Age Classification: 2D CNN Outperforms 3D CNN in Small Dataset

Deep learning-based detection of intravenous contrast in computed tomography scans