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README.md

Run scripts

This directory contains the scripts for all of the experiments in the paper. These experiments should be run from <proj_root>. To reproduce the results reported in the paper refer to experiments/scripts which contains one script per results Table:

Notes:

  • These experiments should be run from <proj_root>. -generate_As.sh should be run first, else the other experiments will not work.
  • Each script runs its experiments in background. stdout and stderr outputs of each run are redirected to a file debug/<cfg>/<exp_file>.

Scripts

  • generate_As.sh will generate fixed random measuring matrices and saves them into <proj_root>/output/sampling_mats/. Usage:

      ./experiments/scripts/generate_As.sh

  • diff_measurements_base.sh Trains and tests models with different number of measurements.

      ./experiments/scripts/diff_measurements_base.sh <path-to-cfg> <comma-separated number of measurements (10,20,100)> <extra configs (optional)>

  • figure_1_{mnist|fmnist|celeba}_reconstruction.sh runs the experiments for Figure 1 using diff_measurements_base.sh.

      ./experiments/scripts/figure_1_{mnist|fmnist|celeba}_reconstruction.sh

  • table_1_base.sh Trains and tests models with different number of seen uncompressed training data

      ./experiments/scripts/figure_1_base.sh <path-to-cfg> <comma-separated number of samples (100,1000,8000)> <extra configs (optional)>

  • table_1_{csgan|dcgan}.sh runs the experiments of Table 1 using table_1_base.sh.

      ./experiments/scripts/table_1_{csgan|dcgan}.sh

  • table_2_{random|superres}.sh runs the experiments of Table 2 using table_1_base.sh.

      ./experiments/scripts/table_2_{random|superres}.sh

  • table_3.sh runs the experiments of Table 3.

      ./experiments/scripts/table_3.sh

  • diff_measurements_base.sh Trains and tests models with different number of measurements, and extracts all features of {train|dev|test} sets.

      ./experiments/scripts/diff_measurements_base_all.sh <path-to-cfg> <comma-separated number of measurements (10,20,100)> <extra configs (optional)>

  • table_4_5_{mnist|fmnist}.sh runs the experiments for training models with discriminative latent space of Table 4 and 5.

      ./experiments/scripts/table_4_5_{mnist|fmnist}.sh

  • cl_base.sh The base script for classifying the saved features of each experiment. The path of the saved training features with table_4_5_{mnist|fmnist}.sh should be provided.

      ./experiments/scripts/cl_base.sh <classifier config> <path-to-train-features> --validate

  • TODO: Table 4 and 5 results may not match the paper numbers, since TF seed was not fixed at the time of submission.