Integrate with Nerfstudio¶
Nerfstudio provides a API that allows for a simplified end-to-end process of creating, training, and testing NeRFs.
If you can't wait, check out the results of this example Nerfstudio project for a preview of what's to come.
Comet SDK | Minimum SDK version | Minimum Nerfstudio version |
---|---|---|
Python-SDK | 3.34.0 | 1.0.1 |
Start Logging¶
To log your Nerf training runs to Comet, use comet
in the vis
argument to your command line:
ns-train nerfacto --data data/nerfstudio/poster --vis comet --load-dir {outputs/.../nerfstudio_models}
Log automatically¶
By default, Comet will log the following items:
- Metrics:
- loss and other camera metrics
- Parameters:
- hyper-parameters defined for the training run
- Images:
- evaluation images throughout the trainig run
Visualize Progress in the Graphics Tab¶
Head over to the graphics tab in the Comet UI to see how your images are progressing during training.
Log Video Files to Comet¶
Nerfstudio outputs video files after a training run is completed. Log them to an Existing Comet Experiment using
ExistingExperiment.log_video(output_video_path)
Then, head over to the Video Panel found in Comet's Built-In Panels section.
Nov. 5, 2024