In the meantime, I tried our Midas on other images and it failed most of the time. Really only works for those stock-is pictures with clear foreground and background and I believe it mainly just detects bokeh blur as opposed to actually understanding the scene.
Yes, you are right. Existing single-image depth estimation models are not far from perfect. We hope to see future development in that direction to further improve the visual quality of 3D photos.