Gathering Training Videos for an Action Classifier - video quality?

How should I think about video quality (if it's important) when gathering training videos? Does higher video quality of training data make for better predictions, or should it more closely match the common use case (1080p I suppose, thinking about iPhones broadly)?

Gathering Training Videos for an Action Classifier - video quality?
 
 
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