What size photo to accomodate fill?

I looked on the MuseGrid site and looked at the specs for one of their pics that is full frame. That pic is on this page and it is scaled down.
2,000px × 1,007px (scaled to 1,497px × 754px)
Question: If it auto scales down, is it still loading the full photo so as to increase load time of page? For that matter, when creating Thumbnails, do I create for size I choose or will the pic scale and only tax the smaller pic showing?
Date
Higher
1024x768
800x600
640x480
Other
January 2013
90%
9%
0.5%
0%
0.5%
Now looking above suggest that 1024 is gone. It appears that 1366 X 768 is the new size.  That fills my screen.
The guys on MuseGrid chose 2000px for their width. Why that number? Obviously I'm concerned about page speed but I want the large pics, as well.
Any tips for working with large pics?

It's a trade off. Especially with Retina displays.
So here's my approach (which may not be the correct approach, but it's mine).
For browser fill, where I want to have the image take up the full browser I use a larger image size.
- when an image is used as a Fill, it will NOT resize to a smaller image size on export
- the assumption is that you may want all that image data for when the browser gets larger
- NOTE : we do have a max image size (I believe) 2000 pixels x 2000 pixels
- NOTE : if you place an image & resize it, then Muse will resize / resample your image (to make it smaller)
- NOTE : if you have thumbnails (using Slideshow widget) and you make the thumbnails smaller, it's like resizing placed images
What about Retina?
- it's really a preference in my opinion
- do you want to increase your image sizes as well as your total page size for better looking images?
- I'd say it all depends on the image as well as device
Phone + Retina + Speed
- there are numurous studies out there that states the max time a visitor will wait for your phone page to load is about 3-4 seconds before they start abandoning your page.
- Download speed is not the bottleneck.
- Network latency, smartphone's memory, large image size are the bottleneck.
Once you've decided what strategy you want for images, I'd say use a program dedicated to image manipulation, like Photoshop then bring those images into Muse. You'll have more control over the images then you will in Muse.
Again - this is what I do.

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