https://github.com/matlab-deep-learning/nerf

NeRF - Neural Radiance Fileds in MATLAB
https://github.com/matlab-deep-learning/nerf

3d-reconstruction matlab nerf

Last synced: 4 days ago
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NeRF - Neural Radiance Fileds in MATLAB

• Host: GitHub
• URL: https://github.com/matlab-deep-learning/nerf
• Owner: matlab-deep-learning
• License: other
• Created: 2024-01-08T05:48:00.000Z (about 1 year ago)
• Default Branch: main
• Last Pushed: 2024-01-17T01:55:31.000Z (12 months ago)
• Last Synced: 2024-11-18T02:37:49.764Z (about 2 months ago)
• Topics: 3d-reconstruction, matlab, nerf
• Language: MATLAB
• Homepage:
• Size: 75.8 MB
• Stars: 10
• Watchers: 2
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: license.txt
  • Security: SECURITY.md

Awesome Lists containing this project

• MATLAB-Deep-Learning-Model-Hub - NeRF - deep-learning/nerf)| | (3D Reconstruction <a name="3DReconstruction"/> / Robotics)

README

        
# NeRF - Neural Radiance Fields

[![View NeRF - Neural Radiance Fields on File Exchange](https://www.mathworks.com/matlabcentral/images/matlab-file-exchange.svg)](https://jp.mathworks.com/matlabcentral/fileexchange/157366-nerf-neural-radiance-fields)

[![Open in MATLAB Online](https://www.mathworks.com/images/responsive/global/open-in-matlab-online.svg)](https://matlab.mathworks.com/open/github/v1?repo=matlab-deep-learning/nerf&project=nerf.prj&file=src/NeRF_Tutorial.mlx)

MATLAB® implementation of optimizing a neural representation for a single scene called [NeRF](https://www.matthewtancik.com/nerf) and rendering new views.

![Novel view synthesis result](results/test_x_pipe_720x1280.jpg)

## Quick demo  

1. Open `nerf.prj` on MATLAB.

2. Run `NeRF_Tutorial.mlx` to learn how a NeRF pretrained model works.

   ```matlab

   >> edit NeRF_Tutorial.mlx

   ```

## Training  

1. Open `nerf.prj` on MATLAB.

2. Run `NeRF_CameraPoseEstimationUsingAprilTag.mlx` to perform camera calibration and pose estimation.

   ```matlab

   >> edit NeRF_CameraPoseEstimationUsingAprilTag.mlx

   ```

3. Run `NeRF_Training_Example.mlx` to train neural radiance field.

   ```matlab

   >> edit edit NeRF_Training_Example.mlx

   ```

### [MathWorks® Products](https://www.mathworks.com)

Requires MATLAB release R2023a or newer

- [MATLAB](https://www.mathworks.com/products/matlab.html)

- [Deep Learning Toolbox™](https://www.mathworks.com/products/deep-learning.html)

- [Image Processing Toolbox™](https://www.mathworks.com/products/image.html)

- [Computer Vision Toolbox™](https://www.mathworks.com/products/computer-vision.html)

- [Lidar Toolbox™](https://www.mathworks.com/products/lidar.html)

- [Parallel Computing Toolbox™](https://www.mathworks.com/products/parallel-computing.html)

- [Simulink® 3D Animation™](https://www.mathworks.com/products/3d-animation.html)

- [Robotics System Toolbox™](https://www.mathworks.com/products/robotics.html) (Optional)

## License

The license is available in the [License.txt](license.txt) file in this GitHub repository.

## Community Support

[MATLAB Central](https://www.mathworks.com/matlabcentral)

Copyright 2023 The MathWorks, Inc.