Training separate NIMA-style models on depth, saliency, and blur versions of AVA shows saliency carries the most signal among non-RGB modalities, while the standard 5.0 threshold inflates baselines to above 70 percent.
This would allow us to explore in greater depth the differences in modalities if they are present
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Explaining Automatic Image Assessment
Training separate NIMA-style models on depth, saliency, and blur versions of AVA shows saliency carries the most signal among non-RGB modalities, while the standard 5.0 threshold inflates baselines to above 70 percent.