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Titel:

Classifying figures and illustrations in electronics datasheets: A comparative evaluation of recent computer vision models on a custom collection of 4000 technical documents

Dokumenttyp:
Konferenzbeitrag
Autor(en):
Lymperis Perakis, Julian Balling, Frank Binder, Gerhard Heyer, Franz Kreupl
Abstract:
We report findings from a comparative evaluation of several recent object detection models applied to a domain-specific use case in technical document analysis and graphics recognition. More specifically, we apply models from the EfficientDet and YOLO model families to detect and classify figures in electronics datasheets according to a custom classification scheme. We identify YOLOv7-D6 as the most accurate model in our study and show that it can successfully solve this task. We highlight...     »
Kongress- / Buchtitel:
INFORMATIK 2023, 53rd annual conference of the German Informatics Society (GI) in Berlin
Kongress / Zusatzinformationen:
53rd annual conference of the German Informatics Society (GI) in Berlin
Ausrichter der Konferenz:
fzi
Datum der Konferenz:
29.09.2023
Publikationsdatum:
29.09.2023
Jahr:
2023
Sprache:
en
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