Models for recommendation to classify the images

Are there any models for recommendation to classify the images (supervision method) and which is the most popular?
And any packages to detect the object or delineate the difference?

For example:

See the image, how to classify the pictures with and without the white line? and delineate the line in the picture. (using keras API or others)

fig

Thanks.

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