This paper describes a super high-speed vision platform (HSVP) that can process a 12-bit, gray level, 1024 ×1024 image at 12500 frames per second (fps) simultaneously by implementing parallel hardware logic on a large size field programmable gate array (FPGA) platform. Multiple experimental results demonstrate that our platform can calculate a 4096-level brightness-histogram and 4096-level edge-intensity-histogram for 1024×1024 images at 12500 fps, including the zeroth and first moment features for centroid calculation.