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ABC: A big CAD model dataset for geometric deep learning
The ABC dataset is a collection of one million high-quality CAD models of mechanical parts with explicitly parameterised curves, surfaces and various geometric features. -
Synthetic Image Generation for Object Detection using CAD Models
A custom Blender code is used to generate labeled training images containing the rendered CAD model in context. Then, a pretrained object detection model is fine-tuned on the... -
ModelNet10
3D Convolutional Neural Networks are sensitive to transformations applied to their input. This is a problem because a voxelized version of a 3D object, and its rotated clone,... -
ModelNet40
Point cloud registration is a crucial problem in computer vision and robotics. Existing methods either rely on matching local geometric features, which are sensitive to the pose...