> I certainly hope not. Not unless it is deterministic and much much higher quality.

You're not comparing fairly. The author is intentionally using low-res images to illustrate how the compression works. You should compare these to, say, a JPEG compression at the same resolution and same bitrate. I think you'll find that this technique is quite an improvement to the compressions you already know and love.