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PRISM: Plenoptic Raw Image Simulator

PRISM is a set of tools to generate and simulate raw images from (multifocus) plenoptic cameras (e.g., a Raytrix R12) based on the libpleno.

Quick Start

Pre-requisites

The PRISM applications have a light dependency list:

  • boost version >1.54 and up, portable C++ source libraries,
  • libpleno, an open-souce C++ library for plenoptic camera,

and was compiled and tested on:

  • Ubuntu 18.04.4 LTS, GCC 7.5.0, with Eigen 3.3.4, Boost 1.65.1, and OpenCV 3.2.0,
  • Ubuntu 20.04.5 LTS, GCC 9.4.0, with Eigen 3.3.7, Boost 1.71.0, and OpenCV 4.2.0.

Compilation & Test

If you are comfortable with Linux and CMake and have already installed the prerequisites above, the following commands should compile the applications on your system.

mkdir build && cd build
cmake ..
make -j6

To test the prism application you can use the example script from the build directory:

./../examples/run_prism.sh

Applications

Configuration

All applications use .js (json) configuration file. The path to this configuration files are given in the command line using boost program options interface.

Options:

short long default description
-h --help Print help messages
-g --gui true Enable GUI (image viewers, etc.)
-v --verbose true Enable output with extra information
-l --level ALL (15) Select level of output to print (can be combined): NONE=0, ERR=1, WARN=2, INFO=4, DEBUG=8, ALL=15
-s --pscene Path to scene configuration file
-c --pcamera Path to camera configuration file
-n --nrays 30 Number of rays per pixel
--vignetting true Enable vignetting effect in modelization
--run_all false Run automaticaly all image generation
--save_all false Save automaticaly all image
-n --nposes 10 Number of poses to generate
--min 450 Distance min for pose generation
--max 1900 Distance max for pose generation

For instance to images generation:

./src/prism/prism -s scene.js -c camera.js --nrays 30 --vignetting false --run_all true --save_all true -v true -g true -l 7

Some examples of configuration files are included in the repository. Two applications are included in PRISM.

Images generation

prism generates images based on raytracing according to the scene configuration.

Requirements: camera parameters, scene configuration and number of rays per pixel.

Output: images.

Scenes generation

scene generates randomly valid poses and the scene configuration.

Requirements: min/max depths, number of poses, camera parameters, scene configuration and texture.

Output: poses and scene configuration.

Datasets

  • Datasets R12-A, R12-B and R12-C can be downloaded from here.
  • The dataset R12-D, and the simulated unfocused plenoptic camera dataset UPC-S are also available from here.
  • Datasets R12-E, ES and ELP20 are available here.

Citing

If you use PRISM or libpleno in an academic context, please cite the following publication:

@inproceedings{labussiere2020blur,
  title 	=	{Blur Aware Calibration of Multi-Focus Plenoptic Camera},
  author	=	{Labussi{\`e}re, Mathieu and Teuli{\`e}re, C{\'e}line and Bernardin, Fr{\'e}d{\'e}ric and Ait-Aider, Omar},
  booktitle	=	{Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  pages		=	{2545--2554},
  year		=	{2020}
}

or

@article{labussiere2022calibration
  title		=	{Leveraging blur information for plenoptic camera calibration},
  author	=	{Labussi{\`{e}}re, Mathieu and Teuli{\`{e}}re, C{\'{e}}line and Bernardin, Fr{\'{e}}d{\'{e}}ric and Ait-Aider, Omar},
  doi		=	{10.1007/s11263-022-01582-z},
  journal	=	{International Journal of Computer Vision},
  year		=	{2022},
  month		=	{may},
  number	=	{2012},
  pages		=	{1--23}
}

License

PRISM is licensed under the GNU General Public License v3.0. Enjoy!


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A set of tools to generate and simulate raw images from (multi-focus) plenoptic cameras (e.g., a Raytrix R12) based on the libpleno.

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