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I made a mistake before, the error is actually telling you that you are only providing one quarter of the amount of bytes needed by the model.
Try to remove the line:
image = image.astype(np.uint8)
However, I am not sure if this model can run on DLPU, it should work only with int8 models, but maybe it is still worth to try.

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@MenahemOwlytics
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@Corallo
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