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Title:

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

Document type:
Konferenzbeitrag
Author(s):
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...     »
Book / Congress title:
INFORMATIK 2023, 53rd annual conference of the German Informatics Society (GI) in Berlin
Congress (additional information):
53rd annual conference of the German Informatics Society (GI) in Berlin
Organization:
fzi
Date of congress:
29.09.2023
Date of publication:
29.09.2023
Year:
2023
Language:
en
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