In the current digital landscape, video content is ubiquitous. Platforms ranging from social media to educational repositories host billions of hours of footage, much of which is classified as homemade or amateur. Unlike studio environments, amateur footage often suffers from artifacts caused by low bitrate encoding, sensor noise, and motion blur.
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