Development of a smartphone enabled, paper-based quantitative diagnostic assay using the HueDx color correction system

管道(软件) 颜色校正 计算机科学 色彩平衡 人工智能 计算机视觉 色差 色彩管理 亮度 颜色直方图 直方图 颜色量化 色空间 比色法 颜色归一化 彩色图像 图像处理 光学 图像(数学) GSM演进的增强数据速率 物理 程序设计语言
作者
Nidhi Menon,David Beery,Prava Sharma,Adrian Crutchfield,L Kim,Aaron Lauer,Ayesha Azimuddin,Brianna Wronko-Stevens
出处
期刊:PLOS ONE [Public Library of Science]
卷期号:19 (10): e0311343-e0311343
标识
DOI:10.1371/journal.pone.0311343
摘要

Color correction is an important methodology where a digital image’s colors undergo a transformation to more accurately represent their appearance using a predefined set of illumination conditions. Colorimetric measurements in diagnostics are sensitive to very small changes in colors and therefore require consistent, reproducible illumination conditions to produce accurate results, making color correction a necessity. This paper presents an image color correction pipeline developed by HueDx, Inc., using transfer algorithms that improve upon existing methodologies and demonstrates real-world applications of this pipeline in colorimetric clinical chemistry using a smartphone enabled, paper-based total protein diagnostic assay. Our pipeline is able to compensate for a variety of illumination conditions to provide consistent imaging for quantitative colorimetric measurements using white-balancing, multivariate gaussian distributions and histogram regression via dynamic, non-linear interpolating lookup tables. We empirically demonstrate that each point in the color correction pipeline provides a theoretical basis for achieving consistent and precise color correction. To show this, we measure color difference with deltaE (ΔE00), alongside quantifying performance of the HueDx color correction system, including the phone hardware, color sticker manufacturing quality and software correction capabilities. The results show that the HueDx color correction system is capable of restoring images to near-imperceptible levels of difference independent of their original illumination conditions including brightness and color temperature. Comparisons drawn from the paper-based total protein assay calibrated and quantified with and without using the HueDx color correction pipeline show that the coefficient of variation in precision testing is almost twice as high without color-correcting. Limits of blank, detection and quantitation were also higher without color-correction. Overall, we were able to demonstrate the HueDx platform improves reading and outcome of the total protein diagnostic assay and is useful for the development of smartphone-based quantitative colorimetric diagnostic assays for point-of-care testing.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
刚刚
1秒前
1秒前
鸣笛应助风清扬采纳,获得30
2秒前
3秒前
冰柠檬完成签到,获得积分20
4秒前
思源应助古乙丁三雨采纳,获得10
5秒前
Vzem完成签到 ,获得积分10
5秒前
bkagyin应助Yaoz采纳,获得10
5秒前
lzd发布了新的文献求助10
6秒前
诚心小鸭子完成签到,获得积分10
6秒前
6秒前
大模型应助asdfghjkl采纳,获得10
6秒前
今后应助何困困不困采纳,获得10
7秒前
易达发布了新的文献求助30
7秒前
8秒前
领导范儿应助wwewew采纳,获得10
8秒前
徐小锤完成签到 ,获得积分10
9秒前
程之杭完成签到,获得积分10
9秒前
zsm668发布了新的文献求助10
10秒前
顾矜应助岩墩墩采纳,获得10
10秒前
zhangyu应助Z17采纳,获得10
10秒前
exijiedewo发布了新的文献求助10
12秒前
炎星语发布了新的文献求助10
12秒前
Tera完成签到,获得积分10
13秒前
13秒前
慕青应助yuan采纳,获得10
13秒前
英姑应助博弈春秋采纳,获得10
14秒前
SSY发布了新的文献求助10
14秒前
15秒前
小余同学完成签到,获得积分10
16秒前
小卫卫发布了新的文献求助10
16秒前
17秒前
李健应助西红柿采纳,获得10
18秒前
zhong完成签到,获得积分10
19秒前
19秒前
20秒前
Eternity完成签到,获得积分10
20秒前
wwewew发布了新的文献求助10
21秒前
学术小白发布了新的文献求助10
22秒前
高分求助中
The Mother of All Tableaux: Order, Equivalence, and Geometry in the Large-scale Structure of Optimality Theory 3000
A new approach to the extrapolation of accelerated life test data 1000
Problems of point-blast theory 400
北师大毕业论文 基于可调谐半导体激光吸收光谱技术泄漏气体检测系统的研究 390
Phylogenetic study of the order Polydesmida (Myriapoda: Diplopoda) 370
Robot-supported joining of reinforcement textiles with one-sided sewing heads 320
Novel Preparation of Chitin Nanocrystals by H2SO4 and H3PO4 Hydrolysis Followed by High-Pressure Water Jet Treatments 300
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 3998449
求助须知:如何正确求助?哪些是违规求助? 3537924
关于积分的说明 11272900
捐赠科研通 3276966
什么是DOI,文献DOI怎么找? 1807205
邀请新用户注册赠送积分活动 883819
科研通“疑难数据库(出版商)”最低求助积分说明 810020