Knowledge-guided object detection via Bayesian networks and knowledge graphs (KGBNCNet)

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Christine Dewi, Rasoul Amirzadeh, Dhananjay R. Thiruvady, Nayyar Zaidi

Published: 2026, Last Modified: 12 Nov 2025Expert Syst. Appl. 2026EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Proposes a hybrid method using Knowledge Graph and Bayesian Network.•Bayesian Network models object relationships using prior knowledge.•Knowledge Graph provides semantic context to guide detection.•KGBNCNet improves mAP performance by up to 2.02.