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

Christine Dewi, Rasoul Amirzadeh, Dhananjay Thiruvady, Nayyar Zaidi

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.

External IDs:doi:10.1016/j.eswa.2025.129385