Bird species classification plays a crucial role in various ecological and conservation endeavors. Leveraging deep learning techniques has shown promise in automating this task, offering the potential for efficient and accurate species identification. This paper presents a comprehensive study on the application of the YOLOv5 architecture, a state-of-the-art object detection framework,... https://www.indjcst.com/archives/paper-details?paperid=67&papertitle=bird-species-detection-using-deep-learning