Deep learning networks has become an important tool for image classification applications. Distortions on images may cause the performance of a classifier to decrease significantly. In the present paper. a comparative investigation for binary classification performance of VGG16 network under corrupted inputs has been presented. https://www.njmaq.com/product-category/art-by-room/