I used webface image data to train and test caffe.
First, detected face.
Second, resized all image to 64*64 and 128*128.
The result is very different. The test accuracy of size of 64*64 that is 0.83 and convergence, but the size of 128*128 cann't converge.
This two size used training net and solver.prototxt is almost same, only the batch_size of train and test are differnet.
The batch_size of train and test that the size of 64*64 are 256 and 128, then the batch_size of train and test that the size of 128*128 are both 32.
Do anyone know the reason?