Maybe a dumb question, but when navigating the worlds on the site, I notice that the space is 3D, but the objects (the drum set, or the vending machine) are flat 2D layers that one cannot walk around or examine from a different angle. Is this the inherit limitation of the approach or future features? Thanks.

Could this be used to replace photogrammtry when accuracy is needed? Photogrammetry requires lots of images and can be brittle, and is slow to compute.

Are y'all using any sort of self-distillation similar to https://self-evo.github.io/ to sharpen representations?

How does it compare to Google's Genie 3 or other similar models? At first glance it does look much more impressive visually

How long does it take to process from input images to model output?

spacial context feature is cool - what are the limitations, if any? What would it take to geo and rotation tag every photo ever taken , combine it into a mass spatial context, run it through atlas and build an entire 3D model of the world?

Please give us access :) We are doing super useful things for museums and travelers and this would be a huge unlock!

Also, big fan of Dr.Li!