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Just as i tried(,maybe not the best practise), at first i used some cropping tools( you can Google it) to crop your positive or negative Training samples. Of course you should try to hold the aspect ratoin as good as you can. After Training your model with just cropped Images you can use your model than, go get more Trainings samples if it works. Just repeat it one more times, you can get enought samples. Hope it helps you.
