By leveraging the arrangement and physical characteristics of sensor pixels, coupled with the aid of AI algorithms, we address the SOOC image quality pain points of the front-end sensor, such as denoising, clarity improvement, bad pixel removal, etc., thus giving the sensor full play across multiple dimensions such as signal-to-noise ratio, color, HDR, and omni-directional focusing.