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用于无创血红蛋白水平评估的人体皮肤和指甲图像数据集。

Dataset of human skin and fingernails images for non-invasive haemoglobin level assessment.

作者信息

Yakimov Boris, Buiankin Kirill, Denisenko Georgy, Bardadin Ilia, Pavlov Oleg, Shitova Yuliya, Yuriev Alexey, Pankratieva Lyudmila, Pukhov Alexander, Shkoda Andrey, Shirshin Evgeny

机构信息

Faculty of Physics, M.V.Lomonosov Moscow State University, 1-2 Leninskie Gory, 119234, Moscow, Russia.

Laboratory of Clinical Biophotonics, Biomedical Science and Technology Park, Sechenov First Moscow State Medical University, Trubetskaya 8, Moscow, 119048, Russia.

出版信息

Sci Data. 2024 Oct 2;11(1):1070. doi: 10.1038/s41597-024-03895-9.

DOI:10.1038/s41597-024-03895-9
PMID:39358394
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11447208/
Abstract

Anaemia, a decrease in total concentration of haemoglobin (Hb) in blood, affects substantial percentage of the population worldwide. Currently, the gold standard for determining the Hb level is the invasive analysis of venous blood. Yet, more and more research groups demonstrate the possibility of non-invasive Hb assessment using white light imaging of tissue sites where Hb is the main chromophore, in particular, fingernails. Despite the promising declarations, non-invasive Hb assessment via RGB-imaging is still poorly used in practice. The main reason is the difficulty in establishing the true accuracy of the methods presented in different works since they are tested on private datasets collected under different experimental conditions. Here we present an open dataset containing RGB images of skin and fingernails for patients with a known level of Hb, thus providing a single benchmark for researchers and engineers in the field, aimed at fostering translation of non-invasive imaging methods to the bedside.

摘要

贫血是指血液中血红蛋白(Hb)的总浓度降低,影响着全球相当大比例的人口。目前,测定Hb水平的金标准是对静脉血进行侵入性分析。然而,越来越多的研究团队证明,利用Hb作为主要发色团的组织部位(特别是指甲)的白光成像进行无创Hb评估是可行的。尽管有这些前景广阔的声明,但通过RGB成像进行无创Hb评估在实践中的应用仍然很少。主要原因是难以确定不同研究中所提出方法的真正准确性,因为这些方法是在不同实验条件下收集的私人数据集上进行测试的。在此,我们展示了一个开放数据集,其中包含已知Hb水平患者的皮肤和指甲的RGB图像,从而为该领域的研究人员和工程师提供了一个统一的基准,旨在推动无创成像方法应用于临床床边。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d298/11447208/b2360a596efb/41597_2024_3895_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d298/11447208/af30ec60067c/41597_2024_3895_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d298/11447208/617bb1d86fdf/41597_2024_3895_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d298/11447208/f3410376e8b8/41597_2024_3895_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d298/11447208/8622a7c596a4/41597_2024_3895_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d298/11447208/b2360a596efb/41597_2024_3895_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d298/11447208/af30ec60067c/41597_2024_3895_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d298/11447208/617bb1d86fdf/41597_2024_3895_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d298/11447208/f3410376e8b8/41597_2024_3895_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d298/11447208/8622a7c596a4/41597_2024_3895_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d298/11447208/b2360a596efb/41597_2024_3895_Fig5_HTML.jpg

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本文引用的文献

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2
An intelligent non-invasive system for automated diagnosis of anemia exploiting a novel dataset.一种利用新型数据集进行贫血自动诊断的智能非侵入性系统。
Artif Intell Med. 2023 Feb;136:102477. doi: 10.1016/j.artmed.2022.102477. Epub 2022 Dec 26.
3
Non-invasive hemoglobin estimation for preoperative anemia screening.
用于术前贫血筛查的无创血红蛋白估计。
Transfusion. 2023 Feb;63(2):315-322. doi: 10.1111/trf.17237. Epub 2023 Jan 5.
4
Two-stage hemoglobin prediction based on prior causality.基于先验因果关系的两阶段血红蛋白预测。
Front Public Health. 2022 Nov 30;10:1079389. doi: 10.3389/fpubh.2022.1079389. eCollection 2022.
5
A novel combined deep learning methodology to non-invasively estimate hemoglobin levels in blood with high accuracy.一种新型的联合深度学习方法,可高精度地无创估算血液中的血红蛋白水平。
Med Eng Phys. 2022 Oct;108:103891. doi: 10.1016/j.medengphy.2022.103891. Epub 2022 Sep 10.
6
Deep-Learning-Based Hemoglobin Concentration Prediction and Anemia Screening Using Ultra-Wide Field Fundus Images.基于深度学习的超广域眼底图像血红蛋白浓度预测及贫血筛查
Front Cell Dev Biol. 2022 May 19;10:888268. doi: 10.3389/fcell.2022.888268. eCollection 2022.
7
Evaluation of the usefulness of non-invasive serum haemoglobin measurement in a perioperative setting in a prospective observational study.在一项前瞻性观察研究中评估非侵入性血清血红蛋白测量在围手术期的有用性。
Sci Rep. 2022 May 31;12(1):9065. doi: 10.1038/s41598-022-13285-z.
8
Non-invasive hemoglobin measurement devices require refinement to match diagnostic performance with their high level of usability and acceptability.非侵入式血红蛋白测量设备需要进一步改进,以使其诊断性能与其高度的可用性和可接受性相匹配。
PLoS One. 2021 Jul 16;16(7):e0254629. doi: 10.1371/journal.pone.0254629. eCollection 2021.
9
Prediction of anemia and estimation of hemoglobin concentration using a smartphone camera.使用智能手机摄像头预测贫血和估算血红蛋白浓度。
PLoS One. 2021 Jul 14;16(7):e0253495. doi: 10.1371/journal.pone.0253495. eCollection 2021.
10
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Optica. 2020 Jun 20;7(6):563-573. doi: 10.1364/optica.390409.