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How Can I add extra features in fully connected layer? I am using VGG net for tranfer learning.

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After getting feature matrix before fc6, I want to add some extra features (which I have specific to each training image) in fc6 layer besides what is coming from conv layers.
Can I do it during training ?
any clue!
thanks

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