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Towards Learning Object Detectors with Limited Data for Industrial Applications by Karim Guirguis ISBN 9783731513896, 3731513897 instant download

  • SKU: EBN-237293402
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4.6

16 reviews
Instant download (eBook) Towards Learning Object Detectors with Limited Data for Industrial Applications after payment.
Authors:Karim Guirguis
Pages:262 pages
Year:2024
Publisher:KIT Scientific Publishing
Language:english
File Size:52.31 MB
Format:pdf
ISBNS:9783731513896, 3731513897
Categories: Ebooks

Product desciption

Towards Learning Object Detectors with Limited Data for Industrial Applications by Karim Guirguis ISBN 9783731513896, 3731513897 instant download

In this dissertation, three novel Generalized Few-Shot Object Detection (G-FSOD) approaches are presented to minimize the forgetting of previously learned classes while learning new classes with limited data. The first two approaches reduce the forgetting of base classes if they are still available during training. The third approach, for scenarios without base data, uses knowledge distillation to improve the knowledge transfer.
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