Building a MATLAB model for object recognition

An enduring challenge within the realm of computer vision involves ascertaining the presence of specific objects (object recognition) or activities within an image. For objects under predefined conditions, such as the identification of specific geometric shapes such as polyhedral or the recognition of faces and handwritten characters, this problem can be tackled effectively and without significant hurdles. However, the complexity escalates when dealing with arbitrary objects in unrestricted scenarios.

Object recognition entails the capacity to detect a particular object within a series of images or videos. Human beings possess the remarkable ability to identify various objects in images effortlessly, even when the objects’ appearances may vary. Moreover, objects can be recognized even when they are partially obscured from view. However, this remains a formidable challenge for computer vision.

Each object within an image exhibits...