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Briwax Colour Chart - The paper you are citing is the paper that introduced the cascaded convolution neural network. So, the convolutional layers reduce the input to get only the more relevant features from the image, and then the fully connected layer classify the image using those features,. But if you have separate cnn to extract features, you can extract features for last 5 frames and then pass these features to rnn. I think the squared image is more a choice for simplicity. In fact, in this paper, the authors say to realize 3ddfa, we propose to combine two. Cnns that have fully connected layers at the end, and fully. What is the significance of a cnn? Fully convolution networks a fully convolution network (fcn) is a neural network that only performs convolution (and subsampling or upsampling) operations. This is best demonstrated with an a diagram: There are two types of convolutional neural networks traditional cnns:

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