FPNN: Field Probing Neural Networks for 3D Data

Yangyan Li, Soeren Pirk, Hao Su, Charles R. Qi, Leonidas J. Guibas

Neural Information Processing Systems 

Lifting convolution operators to 3D (3DCNNs) seems like a plausible and promising next step.