Training and validation of deep learning models with generated synthetic datasets for object detection applications in manufacturing

• Main Author: Παρασκευόπουλος, Δημήτριος
• Other Authors: Paraskevopoulos, Dimitrios
• Language: English
• Published: 2023
• Subjects: Deep learning; Object detection; Synthetic data; Transfer learning; CAD models; Artificial intelligence; Νευρωνικά δίκτυα; Ανίχνευση αντικειμένων; Συνθετικά δεδομένα; Επανεκπαίδευση μοντέλων; CAD μοντέλα; Τεχνητή νοημοσύνη

Object Detection is an essential computer vision task for the industry, as it can be used for counting and inspecting products in production lines. Collecting high-quality datasets for the training of object models is expensive and time-intensive, but when applying object detection to the context of...