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by w-m 449 days ago
Certainly possible, read 4.6. Finetuning for Downstream Tasks in the paper, the first subsection is "Feed-forward Novel View Synthesis". They chose to report their experiments on LVSM, which is not an explicit representation like 3D Gaussian Splatting, but they're citing two feed-forward 3DGS approaches in their state of the art listing.

Should be quite exciting going forward, as fine-tuning might be possible on consumer hardware / single Desktop machines (like it is with LLMs). So I would expect a lot of experiments coming out in this space, soon-ish. If the results hold true, it'll be pretty exciting to drop slow and cumbersome COLMAP processing and scene optimization for a single forward pass that lasts a few seconds.

1 comments

Totally agreed. An A100 is not expensive these days also, especially for finetuning.