Why is the validation accuracy coming to be the baseline accuracy

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I am using EfficientNetB0 for custom training . I get the following output

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In order to debug I tried the same data for train and test and get the following error

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This is not happening with other networks like Xception and Inception. What can be the reason ? PS I have displayed only 4 epoch cases but have actually tried out up to 30 and the same problem. I am pasting a picture of the predictions also. They are the same in each row

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