Enhancing Bird Species Identification using Deep Learning Models

Abstract: Birds are an amazing creature which lead lovely lives along with humans which are one of the signs of Climatic change. Identification of Bird Species is a Complex Task for humans as there are huge number of species of birds are available. Even it is also more difficult for Ornithologists to identify the correct name of a bird related to a particular specie. The main importance of identifying the Bird Species includes various applications such as for monitoring wildlife, for the efforts of conservation from becoming extinct, and for some projects which are related to the birds. As the present existing system uses the Random Forest algorithm to identify the bird species from image. In proposed system tried to utilize deep learning algorithm models in order to enhance the overall accuracy of the project to identifying the bird image. We used EfficientnetB4 algorithm in order to increase the Accuracy.

Keywords: Random Forest, Decision Trees (DT), EfficientnetB4.