Software

In the spirit of reproducible research, the following toolboxes and datasets serve as companions of several publications.


Matlab Toolboxes


Manifold-Aware Pixel Selection (MAPS): A Matlab toolbox that implements mask design algorithms for manifold-modeled image datasets. Also includes scripts and data to generate figures from the preprint. (Developed by Hamid Dadkhahi)


Manifold Analysis GUI (MAGI): A Matlab toolbox that allows for intuitive visualization and navigation of image manifolds. (Developed by Kevin Eykholt)


Compressive Parameter Estimation via Polar Interpolation: Includes algorithm implementations for the IBOMP algorithm and applications to time-delay estimation from compressive measurements. Also includes scripts and data to generate figures from the preprint. (Developed by Karsten Fyhn)


Spectral Compressive Sensing via Polar Interpolation: Includes algorithm implementations for BISP and CBP. Also includes scripts to generate figures from the conference paper. (Developed by Karsten Fyhn and Hamid Dadkhahi)


Universal Compressed Sensing Estimation: Includes algorithm implementations for MAP estimation of compressively sensed signals using empirical universal priors. Also includes scripts to generate figures from the conference paper.


Spectral Compressive Sensing: Includes algorithm implementations for spectral compressive sensing recovery of frequency-sparse signals. Also includes scripts and data to generate figures from the journal paper.


Kronecker Compressive Sensing: Includes algorithms and data to generate figures from the journal paper.


Model-Based Compressive Sensing: Includes algorithm implementations for model-based compressive sensing recovery for a variety of structured sparsity models (Developed by Chinmay Hegde).


Datasets


Mug and Koalas Joint Manifolds Datasets: Provides data from multi-camera acquisition of low-dimensional object articulations. These datasets were used for joint manifold learning in the joint manifolds journal paper (Compiled by Chinmay Hegde).


Single Pixel Camera Dataset: Includes measurement data and recovery scripts for several test single-pixel camera compressive images, as detailed in the magazine article.


Acoustic Vehicle Classification Dataset: Includes raw dataset and feature extraction algorithms for acoustic vehicle dataseries from the SITEX02 experiment in Twenty-Nine Palms, CA, as detailed in the journal paper.

  1. Timeseries files: This ZIP file contains the original binary timeseries for all runs from the SITEX02 experiment, November 2001, Twentynine Palms, CA.

  2. Energy files: This ZIP file contains the energy series for all runs from the SITEX02 experiment.

  3. Event Files: This ZIP file contains the event timeseries and feature files for all runs from the SITEX02 experiment.