├── .gitattributes ├── .gitignore ├── .idea ├── .name ├── EEG_CNN.iml ├── encodings.xml ├── misc.xml ├── modules.xml ├── vcs.xml ├── workspace-ES211D03-10.xml ├── workspace-ES211D03-11.xml ├── workspace-ES211D03-12.xml ├── workspace-ES211D03-13.xml ├── workspace-ES211D03-14.xml ├── workspace-ES211D03-15.xml ├── workspace-ES211D03-2.xml ├── workspace-ES211D03-3.xml ├── workspace-ES211D03-4.xml ├── workspace-ES211D03-5.xml ├── workspace-ES211D03-6.xml ├── workspace-ES211D03-7.xml ├── workspace-ES211D03-8.xml ├── workspace-ES211D03-9.xml ├── workspace-ES211D03.xml ├── workspace-Pouya’s MacBook Pro-10.xml ├── workspace-Pouya’s MacBook Pro-11.xml ├── workspace-Pouya’s MacBook Pro-2.xml ├── workspace-Pouya’s MacBook Pro-3.xml ├── workspace-Pouya’s MacBook Pro-4.xml ├── workspace-Pouya’s MacBook Pro-5.xml ├── workspace-Pouya’s MacBook Pro-6.xml ├── workspace-Pouya’s MacBook Pro-7.xml ├── workspace-Pouya’s MacBook Pro-8.xml ├── workspace-Pouya’s MacBook Pro-9.xml ├── workspace-Pouya’s MacBook Pro.xml └── workspace.xml ├── DBN ├── dbn_4_eeg.py ├── gbrbm.py ├── logistic_sgd_eeg.py ├── mlp_2.py ├── rbm.py └── xvalid_dbn_EEG.py ├── Data └── mat_files_inventory.txt ├── Figures ├── Vis │ ├── vis_depth0_filter0.png │ ├── vis_depth0_filter1.png │ ├── vis_depth0_filter10.png │ ├── vis_depth0_filter11.png │ ├── vis_depth0_filter12.png │ ├── vis_depth0_filter13.png │ ├── vis_depth0_filter14.png │ ├── vis_depth0_filter15.png │ ├── vis_depth0_filter16.png │ ├── vis_depth0_filter17.png │ ├── vis_depth0_filter18.png │ ├── vis_depth0_filter19.png │ ├── vis_depth0_filter2.png │ ├── vis_depth0_filter20.png │ ├── vis_depth0_filter21.png │ ├── vis_depth0_filter22.png │ ├── vis_depth0_filter23.png │ ├── vis_depth0_filter24.png │ ├── vis_depth0_filter25.png │ ├── vis_depth0_filter26.png │ ├── vis_depth0_filter27.png │ ├── vis_depth0_filter28.png │ ├── vis_depth0_filter29.png │ ├── vis_depth0_filter3.png │ ├── vis_depth0_filter30.png │ ├── vis_depth0_filter31.png │ ├── vis_depth0_filter4.png │ ├── vis_depth0_filter5.png │ ├── vis_depth0_filter6.png │ ├── vis_depth0_filter7.png │ ├── vis_depth0_filter8.png │ ├── vis_depth0_filter9.png │ ├── vis_depth1_filter0.png │ ├── vis_depth1_filter1.png │ ├── vis_depth1_filter10.png │ ├── vis_depth1_filter11.png │ ├── vis_depth1_filter12.png │ ├── vis_depth1_filter13.png │ ├── vis_depth1_filter14.png │ ├── vis_depth1_filter15.png │ ├── vis_depth1_filter16.png │ ├── vis_depth1_filter17.png │ ├── vis_depth1_filter18.png │ ├── vis_depth1_filter19.png │ ├── vis_depth1_filter2.png │ ├── vis_depth1_filter20.png │ ├── vis_depth1_filter21.png │ ├── vis_depth1_filter22.png │ ├── vis_depth1_filter23.png │ ├── vis_depth1_filter24.png │ ├── vis_depth1_filter25.png │ ├── vis_depth1_filter26.png │ ├── vis_depth1_filter27.png │ ├── vis_depth1_filter28.png │ ├── vis_depth1_filter29.png │ ├── vis_depth1_filter3.png │ ├── vis_depth1_filter30.png │ ├── vis_depth1_filter31.png │ ├── vis_depth1_filter32.png │ ├── vis_depth1_filter33.png │ ├── vis_depth1_filter34.png │ ├── vis_depth1_filter35.png │ ├── vis_depth1_filter36.png │ ├── vis_depth1_filter37.png │ ├── vis_depth1_filter38.png │ ├── vis_depth1_filter39.png │ ├── vis_depth1_filter4.png │ ├── vis_depth1_filter40.png │ ├── vis_depth1_filter41.png │ ├── vis_depth1_filter42.png │ ├── vis_depth1_filter43.png │ ├── vis_depth1_filter44.png │ ├── vis_depth1_filter45.png │ ├── vis_depth1_filter46.png │ ├── vis_depth1_filter47.png │ ├── vis_depth1_filter48.png │ ├── vis_depth1_filter49.png │ ├── vis_depth1_filter5.png │ ├── vis_depth1_filter50.png │ ├── vis_depth1_filter51.png │ ├── vis_depth1_filter52.png │ ├── vis_depth1_filter53.png │ ├── vis_depth1_filter54.png │ ├── vis_depth1_filter55.png │ ├── vis_depth1_filter56.png │ ├── vis_depth1_filter57.png │ ├── vis_depth1_filter58.png │ ├── vis_depth1_filter59.png │ ├── vis_depth1_filter6.png │ ├── vis_depth1_filter60.png │ ├── vis_depth1_filter61.png │ ├── vis_depth1_filter62.png │ ├── vis_depth1_filter63.png │ ├── vis_depth1_filter7.png │ ├── vis_depth1_filter8.png │ ├── vis_depth1_filter9.png │ ├── vis_depth2_filter0.png │ ├── vis_depth2_filter1.png │ ├── vis_depth2_filter10.png │ ├── vis_depth2_filter100.png │ ├── vis_depth2_filter101.png │ ├── vis_depth2_filter102.png │ ├── vis_depth2_filter103.png │ ├── vis_depth2_filter104.png │ ├── vis_depth2_filter105.png │ ├── vis_depth2_filter106.png │ ├── vis_depth2_filter107.png │ ├── vis_depth2_filter108.png │ ├── vis_depth2_filter109.png │ ├── vis_depth2_filter11.png │ ├── vis_depth2_filter110.png │ ├── vis_depth2_filter111.png │ ├── vis_depth2_filter112.png │ ├── vis_depth2_filter113.png │ ├── vis_depth2_filter114.png │ ├── vis_depth2_filter115.png │ ├── vis_depth2_filter116.png │ ├── vis_depth2_filter117.png │ ├── vis_depth2_filter118.png │ ├── vis_depth2_filter119.png │ ├── vis_depth2_filter12.png │ ├── vis_depth2_filter120.png │ ├── vis_depth2_filter121.png │ ├── vis_depth2_filter122.png │ ├── vis_depth2_filter123.png │ ├── vis_depth2_filter124.png │ ├── vis_depth2_filter125.png │ ├── vis_depth2_filter126.png │ ├── vis_depth2_filter127.png │ ├── vis_depth2_filter13.png │ ├── vis_depth2_filter14.png │ ├── vis_depth2_filter15.png │ ├── vis_depth2_filter16.png │ ├── vis_depth2_filter17.png │ ├── vis_depth2_filter18.png │ ├── vis_depth2_filter19.png │ ├── vis_depth2_filter2.png │ ├── vis_depth2_filter20.png │ ├── vis_depth2_filter21.png │ ├── vis_depth2_filter22.png │ ├── vis_depth2_filter23.png │ ├── vis_depth2_filter24.png │ ├── vis_depth2_filter25.png │ ├── vis_depth2_filter26.png │ ├── vis_depth2_filter27.png │ ├── vis_depth2_filter28.png │ ├── vis_depth2_filter29.png │ ├── vis_depth2_filter3.png │ ├── vis_depth2_filter30.png │ ├── vis_depth2_filter31.png │ ├── vis_depth2_filter32.png │ ├── vis_depth2_filter33.png │ ├── vis_depth2_filter34.png │ ├── vis_depth2_filter35.png │ ├── vis_depth2_filter36.png │ ├── vis_depth2_filter37.png │ ├── vis_depth2_filter38.png │ ├── vis_depth2_filter39.png │ ├── vis_depth2_filter4.png │ ├── vis_depth2_filter40.png │ ├── vis_depth2_filter41.png │ ├── vis_depth2_filter42.png │ ├── vis_depth2_filter43.png │ ├── vis_depth2_filter44.png │ ├── vis_depth2_filter45.png │ ├── vis_depth2_filter46.png │ ├── vis_depth2_filter47.png │ ├── vis_depth2_filter48.png │ ├── vis_depth2_filter49.png │ ├── vis_depth2_filter5.png │ ├── vis_depth2_filter50.png │ ├── vis_depth2_filter51.png │ ├── vis_depth2_filter52.png │ ├── vis_depth2_filter53.png │ ├── vis_depth2_filter54.png │ ├── vis_depth2_filter55.png │ ├── vis_depth2_filter56.png │ ├── vis_depth2_filter57.png │ ├── vis_depth2_filter58.png │ ├── vis_depth2_filter59.png │ ├── vis_depth2_filter6.png │ ├── vis_depth2_filter60.png │ ├── vis_depth2_filter61.png │ ├── vis_depth2_filter62.png │ ├── vis_depth2_filter63.png │ ├── vis_depth2_filter64.png │ ├── vis_depth2_filter65.png │ ├── vis_depth2_filter66.png │ ├── vis_depth2_filter67.png │ ├── vis_depth2_filter68.png │ ├── vis_depth2_filter69.png │ ├── vis_depth2_filter7.png │ ├── vis_depth2_filter70.png │ ├── vis_depth2_filter71.png │ ├── vis_depth2_filter72.png │ ├── vis_depth2_filter73.png │ ├── vis_depth2_filter74.png │ ├── vis_depth2_filter75.png │ ├── vis_depth2_filter76.png │ ├── vis_depth2_filter77.png │ ├── vis_depth2_filter78.png │ ├── vis_depth2_filter79.png │ ├── vis_depth2_filter8.png │ ├── vis_depth2_filter80.png │ ├── vis_depth2_filter81.png │ ├── vis_depth2_filter82.png │ ├── vis_depth2_filter83.png │ ├── vis_depth2_filter84.png │ ├── vis_depth2_filter85.png │ ├── vis_depth2_filter86.png │ ├── vis_depth2_filter87.png │ ├── vis_depth2_filter88.png │ ├── vis_depth2_filter89.png │ ├── vis_depth2_filter9.png │ ├── vis_depth2_filter90.png │ ├── vis_depth2_filter91.png │ ├── vis_depth2_filter92.png │ ├── vis_depth2_filter93.png │ ├── vis_depth2_filter94.png │ ├── vis_depth2_filter95.png │ ├── vis_depth2_filter96.png │ ├── vis_depth2_filter97.png │ ├── vis_depth2_filter98.png │ └── vis_depth2_filter99.png ├── azim_equi_proj.png ├── gnomic_projection.fig ├── orthographic_projection.fig ├── orthographic_projection.png ├── polar_projection.fig ├── polar_projection.png └── stereographic_projection.fig ├── Makefile ├── Results ├── CNN │ └── convpool │ │ ├── 2_2_3_32_64_128_size32_adam │ │ └── EEGCNN.o131423 │ │ ├── 4_3_1_32_64_128_size32_adam │ │ └── EEGCNN.o137061 │ │ ├── 4_3_2 │ │ └── EEGCNN.o137198 │ │ ├── convpool_fc512_5epoch_2_1dconv │ │ └── EEGCNN.o117835 │ │ ├── lstm_128_50epochs │ │ └── EEGCNN.o118925 │ │ ├── lstm_256_lr1e-4_25epoch │ │ └── EEGCNN.o121872 │ │ ├── lstm_64_10epochs │ │ └── EEGCNN.o118300 │ │ ├── maxpool_fc512_5epoch │ │ └── EEGCNN.o128231 │ │ ├── mix_128_lr1e-3_25epoch │ │ └── EEGCNN.o143623 │ │ ├── mix_128_lr1e-3_5epochs │ │ └── EEGCNN.o125225 │ │ └── mix_256_lre-3_5epoch │ │ └── EEGCNN.o128434 └── Others │ └── DBN │ └── EEGCNN.o130354 ├── Scripts ├── data_processes.py ├── data_processes.pyc ├── eeg_cnn_1.py ├── eeg_cnn_2.py ├── eeg_cnn_3.py ├── eeg_cnn_3.pyc ├── 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