Abstract: This paper dicussses the application of Neural Networks on image data compression.According to its efficient information storage and data compression ability, an image data compression system using the Back-Propagation networks and a fast training algorithm of multi-layer neural networks are proposed. A model of image data compression based on DCT edge pattern classification is introduced. The experiment results demonstrats a satisfying performance on edge feature preserving in the image.