Wipro Limited
SYSTEM AND METHOD FOR IDENTIFYING MISCLASSIFICATIONS BY A NEURAL NETWORK

Abstract:

A method and system of identifying misclassification in a neural network is disclosed. The method includes generating for an input image, an image heatmap associated with each of a plurality of layers of a neural network. The method further includes determining for the input image, an activation value at each of the plurality of layers based on the associated image heatmap. The method includes identifying for the input image, a first pattern of triggered neurons of the plurality of layers based on the activation value generated for the plurality of layers. The method further includes comparing for each of the plurality of classes, a second pattern of triggered neurons with the first pattern of triggered neurons identified at the at least one of the plurality of layers. The method includes identifying, misclassification of the input image in the neural network based on a result of the comparison.