1. A method comprising: identifying transitions in intensity that exceed an intensity transition threshold as edges within a digital image of a scene of interest; identifying regions of the digital image with luminance intensity below an intensity threshold as low intensity regions; and detecting a barcode within the digital image based on the identified edges and the identified low intensity regions.