1. A system for detecting objects of interest in imagery, the system comprising: one or more processors and a memory, the memory having instructions encoded thereon, such that upon execution of the instructions, the one or more processors perform operations of: receiving an input video; generating an attention map, the attention map representing features found in the input video that represent potential objects-of-interest; generating, in real-time, an eye-fixation map, the eye-fixation map representing features found in the input video that, based on a subject's eye fixations in real-time, are potential objects-of-interest; generating a brain-enhanced synergistic attention map by fusing the attention map with the eye-fixation map, the brain-enhanced synergistic map having a collection of potential objects-of-interest from both the attention map and eye-fixation map; scoring the potential objects-of-interest in the brain-enhanced synergistic attention map; and designating the potential objects-of-interest as final objects-of-interest for scores that cross a predetermined threshold.