250 images are by any means not enough. Your model is heavily overfitting. You need at minimum 1k+ images but better would be 10k-100k.



 thejoe:

The only problem is that maybe it is difficult to retrieve images with the exactly same background with and without bolts.


I think this would be great for the network to learn however.