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PixelRefine utilizes a multi-frame spatio-temporal deep neural network. It detects the 4-point Gemini star and timestamp coordinates, analyzes optical flow across adjacent video frames, and inlays the covered pixel area with photorealistic texture that matches native motion and lighting.