I had completely the opposite take-away - but then I have some experience of photography, and sadly, brightly coloured lampshades no longer surprise me.<p>I think it&#x27;s a good illustration of the limits of statistical approaches, and why &quot;It&#x27;s harder than it looks&quot; applies.<p>This is about as good as it&#x27;s going to get without genuine object recognition, knowledge of real-world lighting and colour, and awareness of photographic styles.<p>It might be possible for a system to learn all of the above, but it&#x27;s going to need a bigger and probably pre-partitioned training set, and a <i>much</i> more complex model.