Computer Vision domain holds the promise of finding solutions to the most arduous issues of today. Analyzing and deciphering an image clearly with the aim of gathering more insight, especially without any human intervention is the ideal goal. With this aim in mind, it would be highly desired to have an autonomous detector that measures the reading given by a fire gauge which is mounted off a fire exterminator.