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hypernerf_practice
xieyizheng/hypernerf_practice
hypernerf_practice is a machine learning model from xieyizheng. Use it for the machine learning task on the model card, and read the license before you ship it in a product.
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Updated May 15, 2023
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At a glance
- Access
- Public
- Created
- May 12, 2023
- Updated
- May 15, 2023
- SHA
- 97ad80ec
Model card
From the Hugging Face model README
Hypernerf Practice
This README contains overview on applyiing several custom scenes to reproduce the hypernerf project.
- hand
- chess
- laptop
- dvd
- tomato-mark
hand
most successful one, trained intensively, I cropped out wobbly artifacts from top
interpolation: <br>
<br>
novelview:<br>
PSNR: <br> coarse metrics: metric/psnr≈31.7468 <br> fine metrics: metric/psnr≈32.5462
chess
minimal movement, trained intensively, lighting was varying a lot during capturing, causing flickering
interpolation: <br>
<br>
novelview: <br>
<br>
PSNR: <br> coarse metrics: metric/psnr≈28.4936 <br> fine metrics: metric/psnr≈30.5115
laptop
trained intensively, the thin screen edge failed, far field not so great. more wobbly artifacts, I assume caused by either camera registration error or hypernerf's natural artifact.
interpolation: <br>
<br>
novelview: <br>
PSNR: <br> coarse metrics: metric/psnr≈23.8846 <br> fine metrics: metric/psnr≈25.1817
dvd
the floating dvd logo: not so great, raw capture is not well set. too short, and "time" has been "associated" with viewing angle by the model.
novelview:
PSNR: <br> coarse metrics: metric/psnr≈27.1150 <br> fine metrics: metric/psnr≈28.6814
tomato-mark
wobbly artifacts, I assume caused by either camera registration error or hypernerf's natural artifact. This is present in the hand scene and laptop scene as well
interpolation: <br>
<br>
PSNR: <br>
coarse metrics: metric/psnr≈27.5819 <br>
fine metrics: metric/psnr≈27.9282
The Wobbly artifact mentioned earlier: <br>
<br>
reproduction steps
Due to deprecation, the hypernerf project doesn't work out of the box. <br> I had to modify dependencies, then minor changes at rendering part. <br> For this reproduction, I only used the notebooks. <br> The provided instructions below have been tested to work. <br> Click to reproduction steps
Dataset&checkpoint Download:
All in one:<br>https://huggingface.co/datasets/xieyizheng/hypernerf_custom_scenes/resolve/main/custom_scenes_all.zip
Separately:<br>https://huggingface.co/datasets/xieyizheng/hypernerf_custom_scenes/tree/main
- Languages
- en
- Created
- May 12, 2023
- Updated
- May 15, 2023