Abstract: An apparatus including an event detection filter and a spatial event accumulator. The event detection filter receives at least one camera video output and generating a plurality of difference images from a time sequence. Each difference image is based on a time-subtraction of the current image from the previous image, the time sequence above an ambient pixel intensity level including at least one of at least one true flash event and at least one false positive. The spatial event accumulator receives the plurality of difference images from the event detection filter, merges a plurality of spatially proximate smaller flash events of the possible flash event to determine a shape of a single larger flash event, and measures pixel intensities of the plurality of spatially proximate smaller flash events to determine a varying brightness over the shape of the single larger flash event.