3D Context Encoder for Defect Detection

3D model projection

• convert mesh models into point clouds
• rotate point cloud models
• render 3D point clouds into images
• create training data for context encoder

Context encoder (https://arxiv.org/abs/1604.07379)

• network architecture: ResNet / U-Net
• loss: reconstruction loss + adversarial loss

Defect Detection