Vgg16 would require more than 12GB of GPU memory size and vgg19 requires more than 15GB. This numbers are the GPU memory footprint at the time of crash. However, I tried the gc() fix which you mentioned above and the transfer learning do work fine with GPU memory footprint constant at 1.6GB.
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