Thank you in advance and thank you for the great work on the caffe project!
Dear Mr Sharath S,
It would appear that these files contain the current weights for the network. You can in fact visualize the contents of these files using the filter visualization python example.
The size makes sense if you take each weight as a float.
I hope this helped,
Ákos
Dear Sharath,
You can find it here:
http://nbviewer.ipython.org/github/BVLC/caffe/blob/master/examples/00-classification.ipynb
You can find other scripts in your /examples directory which is in the caffe directory.
You can also use the output of this script to help you plot a DET curve with a little tinkering.
Hope that helped,
Ákos