DLgram cloud service for deep‐learning analysis of microscopy images

To analyze images in various fields of science and technology, it is often necessary to count observed objects and determine their parameters. This can be quite labor‐intensive and time‐consuming. This article presents DLgram, a universal, user‐friendly cloud service that is developed for this purpo...

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Bibliographic Details
Published in:Microscopy research and technique 2024-05, Vol.87 (5), p.991-998
Main Authors: Matveev, Andrey V., Nartova, Anna V., Sankova, Natalya N., Okunev, Alexey G.
Format: Article
Language:English
Subjects:
automation
Cloud computing
Deep learning
Image analysis
Image processing
Mathematical analysis
microscopy
Neural networks
Object recognition
Parameters
recognition
Skills
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Summary:To analyze images in various fields of science and technology, it is often necessary to count observed objects and determine their parameters. This can be quite labor‐intensive and time‐consuming. This article presents DLgram, a universal, user‐friendly cloud service that is developed for this purpose. It is based on deep learning technologies and does not require programming skills. The user labels several objects in the image and uploads it to the cloud where the neural network is trained to recognize the objects being studied. The user receives recognition results, which if necessary, can be corrected, errors removed, or missing objects added. In addition, it is possible to carry out mathematical processing of the data obtained to get information about the sizes, areas, and coordinates of the observed objects. The article describes the service features and discusses examples of its application. The DLgram service allows to reduce significantly the time spent on quantitative image analysis, reduce subjective factor influence, and increase the accuracy of analysis. Research Highlights DLgram automatically recognizes and counts the number of objects in images and their parameters. DLgram is a universal service, which was created on the basis of the latest deep learning developments and does not require programming skills. DLgram is a free, universal, user‐friendly cloud service, which was created on the basis of the latest deep learning developments. The service automatically recognizes and counts the number of objects in images and their parameters.
ISSN:1059-910X
1097-0029
DOI:10.1002/jemt.24480