Expiry Date Digit Recognition using Convolutional Neural Network

The expiry dates printed on the merchandise have a distinct background, font, alignment, and color in comparison with the available handwritten digit datasets. In this paper, an expiry date dataset is used, and also a convolutional neural network (CNN) model is proposed to recognize expiry dates out of images. This model may be employed together with our previously proposed smart expiry architecture to get an automated notification to the smartphone for the foods which are expiring soon. The suggested deep learning model is tested and has a classification accuracy of 90%.

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Expiry Date Digit Recognition using Convolutional Neural Network

Semantic Scholar · Computer Science · 2021

Abstract

The expiry dates printed on the merchandise have a distinct background, font, alignment, and color in comparison with the available handwritten digit datasets. In this paper, an expiry date dataset is used, and also a convolutional neural network (CNN) model is proposed to recognize expiry dates out of images. This model may be employed together with our previously proposed smart expiry architecture to get an automated notification to the smartphone for the foods which are expiring soon. The suggested deep learning model is tested and has a classification accuracy of 90%.

References (17)

09Food wastage: Key facts and figures2021 · http://www.fao.org/news/story/en/item/196402
10“Automatic expiry date notification system interfaced with smart speaker,”2021 · International Journal of Engineering Science Invention (IJESI)
11A Look at Gradient Descent and RMSprop Optimizers2021 · /
12Softmax activation function2021 · keras.io/activations/#softmax

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