Fruit Classification and Grading Application

Abstract

When we go into market to buy fruits, we choose according to their quality size, etc. Sometimes, it can happen that we might get confused about its quality. So, we have designed an application which will classify fruits and grade them according to their quality. In this, we have made use of transfer learning, which is a machine learning method, where a model developed for a task is reused as the starting point for a model on a second task. We then retrained it on a similar problem. Deep learning from scratch can take a few days, but transfer learning can be done in short period. We have made use of TensorFlow, which is an open source library for numerical computation, specializing in machine learning applications. We have also used tflite to convert classifier into an android application.