Hi Namburi Srinath,

Sorry for late answer.

Ans:
1) If you take 1500 image it will contain 1200 positive and 300 negative images. This is enough.
2) Ya, It’s augumentation.
3) If you want to improve the detection please go through the AlexeyAB darknet issues.