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This video tutorial explores the difference in file size between an uncompressed image and a compressed JPEG image. It delves into the JPEG algorithm, showing how images can be compressed to just a tenth of their original size while maintaining high quality. The importance of this algorithm is emphasized, as most digital images are saved in JPEG format. Video compression algorithms like H.264 also use similar principles.