Segmentation of multiple images in Alexnet

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Hello People,
I am working on Classification using Alexnet.
Please how can I segment multiple images into foreground and background.
I am only interested in using the foreground of the leave images I am working on, and I have like 1000+ images to use as input for Alexnet.

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