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This tutorial discusses the difference between uncompressed and compressed images in terms of file size, with a compressed JPEG image being significantly smaller. The video explains how the JPEG algorithm works to compress images while maintaining image resolution and quality. The importance of the JPEG format is highlighted, as it is commonly used for digital images. Additionally, the prevalence of JPEG images and the significance of video compression algorithms are mentioned.