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Which performance graphs show the best result for image classification?

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When I try to change transfer functions and performance errors, the performance graphs are shown as attached.And, I would like to know what kind of performance graphs show the best results among them?
.Hardlim crossentropy.JPG Tansig crossentropy.JPG Poslin crossentropy.JPG Hardlim mae.JPG Logsig sse.JPG Poslin mae.JPG Tribas sse.JPG
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San May
San May on 12 Jan 2019
Edited: San May on 12 Jan 2019
they are the same data with different transfer functions. Thank you. I'll give a try. Anyway, the data are binary images including only 1 and 0. So, I'm confused whether I still need normalize the data or not.

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