Due to lack of an official TensorFlow implementation for separable 3D Convolutions, I have created a Keras custom layer implemented with TensorFlow.

​

(The repository is a work in progress)

​

Link to github repo: https://github.com/alexandrosstergiou/keras-DepthwiseConv3D