A perspective on computer vision in biosensing

IF 2.6 4区工程技术 Q2 BIOCHEMICAL RESEARCH METHODS

Biomicrofluidics Pub Date : 2024-01-12 DOI:10.1063/5.0185732

Li Liu, Ke Du

引用次数: 0

Abstract

Computer vision has become a powerful tool in the field of biosensing, aiding in the development of innovative and precise systems for the analysis and interpretation of biological data. This interdisciplinary approach harnesses the capabilities of computer vision algorithms and techniques to extract valuable information from various biosensing applications, including medical diagnostics, environmental monitoring, and food health. Despite years of development, there is still significant room for improvement in this area. In this perspective, we outline how computer vision is applied to raw sensor data in biosensors and its advantages to biosensing applications. We then discuss ongoing research and developments in the field and subsequently explore the challenges and opportunities that computer vision faces in biosensor applications. We also suggest directions for future work, ultimately underscoring the significant impact of computer vision on advancing biosensing technologies and their applications.

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透视生物传感中的计算机视觉

计算机视觉已成为生物传感领域的强大工具，有助于开发用于分析和解读生物数据的创新型精确系统。这种跨学科方法利用计算机视觉算法和技术的能力，从各种生物传感应用中提取有价值的信息，包括医疗诊断、环境监测和食品健康。尽管经过多年的发展，这一领域仍有很大的改进空间。在本视角中，我们将概述计算机视觉如何应用于生物传感器中的原始传感器数据及其在生物传感应用中的优势。然后，我们讨论了该领域正在进行的研究和发展，随后探讨了计算机视觉在生物传感器应用中面临的挑战和机遇。我们还提出了未来工作的方向，最终强调了计算机视觉对推动生物传感技术及其应用的重要影响。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Biomicrofluidics 生物-纳米科技

CiteScore

5.80

自引率

3.10%

发文量

审稿时长

1.3 months

期刊介绍： Biomicrofluidics (BMF) is an online-only journal published by AIP Publishing to rapidly disseminate research in fundamental physicochemical mechanisms associated with microfluidic and nanofluidic phenomena. BMF also publishes research in unique microfluidic and nanofluidic techniques for diagnostic, medical, biological, pharmaceutical, environmental, and chemical applications. BMF offers quick publication, multimedia capability, and worldwide circulation among academic, national, and industrial laboratories. With a primary focus on high-quality original research articles, BMF also organizes special sections that help explain and define specific challenges unique to the interdisciplinary field of biomicrofluidics. Microfluidic and nanofluidic actuation (electrokinetics, acoustofluidics, optofluidics, capillary) Liquid Biopsy (microRNA profiling, circulating tumor cell isolation, exosome isolation, circulating tumor DNA quantification) Cell sorting, manipulation, and transfection (di/electrophoresis, magnetic beads, optical traps, electroporation) Molecular Separation and Concentration (isotachophoresis, concentration polarization, di/electrophoresis, magnetic beads, nanoparticles) Cell culture and analysis(single cell assays, stimuli response, stem cell transfection) Genomic and proteomic analysis (rapid gene sequencing, DNA/protein/carbohydrate arrays) Biosensors (immuno-assay, nucleic acid fluorescent assay, colorimetric assay, enzyme amplification, plasmonic and Raman nano-reporter, molecular beacon, FRET, aptamer, nanopore, optical fibers) Biophysical transport and characterization (DNA, single protein, ion channel and membrane dynamics, cell motility and communication mechanisms, electrophysiology, patch clamping). Etc...