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I probably don't understand the whole context but I see there could be a couple problems: You want to use pretrained model by classification on ImageNet for face recognition task. Those are very different task and the representation from pretrained ResNet will not be very useful for face recognition. You have just 3 classes. Do you mean just 3 person? That ...

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