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Most of your images have a resolution of approx. 3000 by 2250 pixels. You will probably not encounter too many machines among your participants that run displays at that resolution or higher. Additionally, in most trials a given image doesn't cover the whole screen, but less than 50% of it. I would recommend finding some middle ground, i.e., going for a resolution that still looks okay when scaled-up to extremely high-res displays, but doesn't require massive down-scaling (and waste of graphics memory) on lower-res screens. With that in mind, I'd say you can probably reduce the images' resolution by 30 to 40 percent without incurring massive loss of quality.
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