Akash Sharma
@akashshrm02
Super excited to finally release Any4D!
It's been more than a year in the making with a lot of hard work from @JayKarhade
Any4D is feed-forward so it is orders of magnitude faster. It's not query based, so it can handle dense scene flow.
It will only get better with more data!
It's been more than a year in the making with a lot of hard work from @JayKarhade
Any4D is feed-forward so it is orders of magnitude faster. It's not query based, so it can handle dense scene flow.
It will only get better with more data!
Jay Karhade@JayKarhade · Dec 12, 2025Introducing Any4D, a unified transformer for fully feed-forward, dense, metric-scale 4D reconstruction from flexible inputs!
Any4D regresses per-pixel motion + geometry across frames in one pass — 15× faster, 2–3× more accurate reconstructions ⚡📈
Details + code below 👇
Any4D regresses per-pixel motion + geometry across frames in one pass — 15× faster, 2–3× more accurate reconstructions ⚡📈
Details + code below 👇
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