How to check the quality of training the neural network for image recognition?

After training the neural network to recognize two classes of images (cats and dogs) to Keras got 80% accuracy on the test data. Is this enough to confirm the quality of training the neural network or need to do additional steps, e.g., cross validation?
June 5th 19 at 21:57

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