Experiments.md

Experimental Setup

• Download PASCAL VOC 2012 dataset
• Download SBD dataset + Use train.txt provided by SBD instead of PASCAL.
• Modify config.json path to your SBD_PATH
• In all Experiments modify in the config files "path" to the PASCAL_VOC_PATH

Reproducing experiments in Table 1, 2, 3

1. Unzip runs.zip in the same code folder

2. Run:

./run_exps.sh

3. Saved logs corresponding to each experiment:
   • logs_1shot: AMP-2 in Table 1
   • logs_5shot: AMP-2 in Table 2
   • logs_1shot_fgbg: AMP-2 in Table 3 1-shot
   • logs_5shot_fgbg: AMP-2 in Table 3 5-shot
   • logs_5shot_fgbg: AMP-2+FT in Table 3 5-shot

Reproducing iPASCAL results

1. Checkout the branch for continual learning mode pascal_multirun
2. Run:

./run_exps_cl.sh

3. Plot the results

python plot_cl_multiruns.py cl_results_

Running Hyperparameter Search

Based on Tune, follow the instructions for installation here

git checkout hyperopt
python hyperparam_search.py --config CONFIG_FILE --model_path PATH --binary BINARY_FLAG