How to replicate Immersity AI's 2D to 3D motion conversion effect?

It's obvious they're utilizing some kind of depth generation tool, but what additional techniques are they employing to create such impressive 3D motion from flat 2D images? There must be a way to replicate these results using open-source alternatives.

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