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anhttran / 3dmm_cnn

Regressing Robust and Discriminative 3D Morphable Models with a very Deep Neural Network
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Creating caffe model #11

Closed samsgates closed 7 years ago

samsgates commented 7 years ago

how to create my own caffe model using full head model. i have unique 50 full head model with input picture (PNG image) for creating model. i am new for caffe network model, can you please guide me to create caffe model which is support your CNN system.

Sample model:

head
anhttran commented 7 years ago

I am sorry that I can answer you only now. I have been busy under a tight deadline. In our work, we use 3DMM for 3D face model representation: each 3D face corresponds to a vector of 198 shape+texture parameters. The CNN just regresses this vector instead of the entire 3D model; it is simpler and more convenient. 3DMM consists of the mean face and principal components. To define your own 3DMM, you can refer to Basel Face Model paper: "A 3D Face Model for Pose and Illumination Invariant Face Recognition", P. Paysan, R. Knothe, B. Amberg, S. Romdhani, and T. Vetter, AVSS 2009.