Analysis of Training Object Detection Models with Synthetic Data

1 code implementation • 29 Nov 2022 • Bram Vanherle, Steven Moonen, Frank Van Reeth, Nick Michiels

The downside of this technique is that the so-called domain gap between the real target images and synthetic training data leads to a decrease in performance.

Object object-detection +1

CAD2Render: A Modular Toolkit for GPU-accelerated Photorealistic Synthetic Data Generation for the Manufacturing Industry

1 code implementation • 25 Nov 2022 • Steven Moonen, Bram Vanherle, Joris de Hoog, Taoufik Bourgana, Abdellatif Bey-Temsamani, Nick Michiels

The use of computer vision for product and assembly quality control is becoming ubiquitous in the manufacturing industry.

object-detection Object Detection +3

Dataset of Industrial Metal Objects

1 code implementation • 8 Aug 2022 • Peter De Roovere, Steven Moonen, Nick Michiels, Francis wyffels

The close correspondence between synthetic and real-world data, and controlled variations, will facilitate sim-to-real research.