Event cameras can significantly boost video super-resolution quality by providing high-temporal-resolution texture cues and motion information, improving detail recovery by up to 1.55 dB PSNR on texture-rich videos.
This paper introduces EvTexture++, a framework that uses event camera data to improve video super-resolution by enhancing texture details and temporal consistency. Event cameras capture high-frequency visual information that helps recover fine details in upscaled videos and reduce flickering artifacts caused by motion.