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

Question

Pattern recognition

After training the neural network to recognize two classes of images (cats and dogs) in Keras, I got 80% accuracy on the test data. Is this enough to confirm the quality of neural network training, or do you need to take additional steps, such as cross validation?