IVF medical needle tip images dataset

This large scale, synthesized, photorealistic image dataset of both specification-conforming and defective products is generated from parametric 3D CAD models. The virtual images are rendered to closely represent the real-life product geometry, material appearance, lighting, and environmental conditions. The resulting database can be used to train ML/DL (as well as computer vision) techniques to predict the quality of a real product based on captured images during the manufacturing phase.