Classifying videos into distinct categories, such as Sport and Music Video,
is crucial for multimedia understanding and retrieval, especially when an
immense volume of video content is being constantly generated. Traditional
methods require video decompression to extract pixel-level features like color,
texture, and motion, thereby increasing computational a