Towards Better Chroma Subsampling - SMPTE Presentation Notes
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Original

     
Original
(with noise)
Typical In-range
reconstruction
(spill method)
In-range
reconstruction
(conservative)

The two sets are a noisy and noiseless version of the same images.

The conservative approach avoids the 'speckling' effect at the expense of poorer performance on noiseless images.