Counting the number of birds in an open sky setting has been an challenging
problem due to the large number of bird flocks and the birds can overlap.
Another difficulty is the lack of accurate training samples since the cost of
labeling images of bird flocks can be extremely high and each sample picture
can contain thousands of birds in a high resolution ima