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DECIMER.ai: an open platform for automated optical chemical structure identification, segmentation and recognition in scientific publications

  • The number of publications describing chemical structures has increased steadily over the last decades. However, the majority of published chemical information is currently not available in machine-readable form in public databases. It remains a challenge to automate the process of information extraction in a way that requires less manual intervention - especially the mining of chemical structure depictions. As an open-source platform that leverages recent advancements in deep learning, computer vision, and natural language processing, DECIMER.ai (Deep lEarning for Chemical IMagE Recognition) strives to automatically segment, classify, and translate chemical structure depictions from the printed literature. The segmentation and classification tools are the only openly available packages of their kind, and the optical chemical structure recognition (OCSR) core application yields outstanding performance on all benchmark datasets. The source code, the trained models and the datasets developed in this work have been published under permissive licences. An instance of the DECIMER web application is available at https://decimer.ai.

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Metadaten
Author:Kohulan Rajan, Henning Otto Brinkhaus, M. Isabel Agea, Achim Zielesny, Christoph Steinbeck
DOI:https://doi.org/10.1038/s41467-023-40782-0
Parent Title (English):Nature Communications
Document Type:Article
Language:English
Date of Publication (online):2023/09/27
Date of first Publication:2023/09/27
Publishing Institution:Westfälische Hochschule Gelsenkirchen Bocholt Recklinghausen
Release Date:2024/02/07
Tag:AI; OCSR; artificial intelligence; machine learning; optical chemical structure recognition
Volume:2023
Issue:14: 5045
Departments / faculties:Institute / Institut für biologische und chemische Informatik
Licence (German):License LogoEs gilt das Urheberrechtsgesetz

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