3D point cloud measurement AI reconstruction
Project developed a custom metrological ML software framework, capable of generating artificial point cloud measurements from confocal microscope data. Project involved manufacture of a custom measurement object, as well as measurement acquisition on Olympus Lext machine. A custom Variational Autoencoder (VAE) model with convolutional (CNN) encoder block was developed to perform reconstruction. Measurand was constructed […]
Project developed a custom metrological ML software framework, capable of generating artificial point cloud measurements from confocal microscope data. Project involved manufacture of a custom measurement object, as well as measurement acquisition on Olympus Lext machine. A custom Variational Autoencoder (VAE) model with convolutional (CNN) encoder block was developed to perform reconstruction. Measurand was constructed as an ISO 2-point distance and finally, comparison of measurement results between real and generated data was given.