hypernerf_practice / README.md
Yizheng Xie
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Hypernerf Practice

Huggingface Link

This README contains overview on applyiing several custom scenes to reproduce the hypernerf project.

  • hand
  • laptop
  • dvd
  • tomato-mark

hand

most successful one, trained intensively on V100, I cropped out wobbly artifacts from top

interpolation:
Image 1
novelview:
Image 2

PSNR:
coarse metrics: metric/psnr≈31.7468
fine metrics: metric/psnr≈32.5462

laptop

more wobbly artifacts, trained intensively on V100

interpolation:
Image 3

dvd

not so great, raw capture is not well set. too short, and "time" has been "associated" with viewing angle by the model.

interpolation & novelview: Image 4

PSNR:
coarse metrics: metric/psnr≈27.1150
fine metrics: metric/psnr≈28.6814

tomato-mark

more wobbly artifacts, similar to that of the hand scene, but more intense, I assume caused by either camera registration error or hypernerf's natural artifact.

interpolation:
Image 5
PSNR:
coarse metrics: metric/psnr≈27.5819
fine metrics: metric/psnr≈27.9282

reproduction steps

Due to deprecation, the hypernerf project doesn't work out of the box.
I had to modify dependencies, then minor tweaks at rendering part.
For this reproduction, I only used the notebooks.
The provided instructions below are tested to work.
Click to reproduction steps

Dataset&checkpoint Download:

All in one:
https://huggingface.co/datasets/xieyizheng/hypernerf_custom_scenes/resolve/main/custom_scenes_all.zip

Separately:
https://huggingface.co/datasets/xieyizheng/hypernerf_custom_scenes/tree/main


language:

  • en

thumbnail:

tags:

license:

datasets:

metrics: