├── .gitattributes ├── README.md ├── daic_woz_preprocessing ├── Chapter3_DepressionDataset.pdf ├── Dataset_Inspection │ ├── 68 facial keypoints.PNG │ ├── Distribution of PHQ-8 scores.png │ ├── GIF │ │ ├── 300P_2D.gif │ │ └── 300P_3D.gif │ ├── Mel_Spectrogram │ │ ├── Mel Spectrogram_Comparison.PNG │ │ ├── P303.png │ │ ├── P362-1.png │ │ ├── P362.png │ │ ├── P363.png │ │ └── P426.png │ ├── P321 │ │ └── P321_no_silence.png │ ├── Spectrogram │ │ ├── P303.png │ │ ├── P362.png │ │ ├── P363-1.png │ │ ├── P363.png │ │ ├── P426.png │ │ ├── Spectrogram_Comparison.PNG │ │ ├── man.png │ │ └── woman.png │ ├── imgs_2D_300P │ │ ├── frame_1.png │ │ ├── frame_10.png │ │ ├── frame_100.png │ │ ├── frame_103.png │ │ ├── frame_106.png │ │ ├── frame_109.png │ │ ├── frame_112.png │ │ ├── frame_115.png │ │ ├── frame_118.png │ │ ├── frame_121.png │ │ ├── frame_124.png │ │ ├── frame_127.png │ │ ├── frame_13.png │ │ ├── frame_130.png │ │ ├── frame_133.png │ │ ├── frame_136.png │ │ ├── frame_139.png │ │ ├── frame_142.png │ │ ├── frame_145.png │ │ ├── frame_148.png │ │ ├── frame_151.png │ │ ├── frame_154.png │ │ ├── frame_157.png │ │ ├── frame_16.png │ │ ├── frame_160.png │ │ ├── frame_163.png │ │ ├── frame_166.png │ │ ├── frame_169.png │ │ ├── frame_172.png │ │ ├── frame_175.png │ │ ├── frame_178.png │ │ ├── frame_181.png │ │ ├── frame_184.png │ │ ├── frame_187.png │ │ ├── frame_19.png │ │ ├── frame_190.png │ │ ├── frame_193.png │ │ ├── frame_196.png │ │ ├── frame_199.png │ │ ├── frame_202.png │ │ ├── frame_205.png │ │ ├── frame_208.png │ │ ├── frame_211.png │ │ ├── frame_214.png │ │ ├── frame_217.png │ │ ├── frame_22.png │ │ ├── frame_220.png │ │ ├── frame_223.png │ │ ├── frame_226.png │ │ ├── frame_229.png │ │ ├── frame_232.png │ │ ├── frame_235.png │ │ ├── frame_238.png │ │ ├── frame_241.png │ │ ├── frame_244.png │ │ ├── frame_247.png │ │ ├── frame_25.png │ │ ├── frame_250.png │ │ ├── frame_253.png │ │ ├── frame_256.png │ │ ├── frame_259.png │ │ ├── frame_262.png │ │ ├── frame_265.png │ │ ├── frame_268.png │ │ ├── frame_271.png │ │ ├── frame_274.png │ │ ├── frame_277.png │ │ ├── frame_28.png │ │ ├── frame_280.png │ │ ├── frame_283.png │ │ ├── frame_286.png │ │ ├── frame_289.png │ │ ├── frame_292.png │ │ ├── frame_295.png │ │ ├── frame_298.png │ │ ├── frame_301.png │ │ ├── frame_304.png │ │ ├── frame_307.png │ │ ├── frame_31.png │ │ ├── frame_310.png │ │ ├── frame_313.png │ │ ├── frame_316.png │ │ ├── frame_319.png │ │ ├── frame_322.png │ │ ├── frame_325.png │ │ ├── frame_328.png │ │ ├── frame_331.png │ │ ├── frame_334.png │ │ ├── frame_337.png │ │ ├── frame_34.png │ │ ├── frame_340.png │ │ ├── frame_343.png │ │ ├── frame_346.png │ │ ├── frame_349.png │ │ ├── frame_352.png │ │ ├── frame_355.png │ │ ├── frame_358.png │ │ ├── frame_361.png │ │ ├── frame_364.png │ │ ├── frame_367.png │ │ ├── frame_37.png │ │ ├── frame_370.png │ │ ├── frame_373.png │ │ ├── frame_376.png │ │ ├── frame_379.png │ │ ├── frame_382.png │ │ ├── frame_385.png │ │ ├── frame_388.png │ │ ├── frame_391.png │ │ ├── frame_394.png │ │ ├── frame_397.png │ │ ├── frame_4.png │ │ ├── frame_40.png │ │ ├── frame_400.png │ │ ├── frame_43.png │ │ ├── frame_46.png │ │ ├── frame_49.png │ │ ├── frame_52.png │ │ ├── frame_55.png │ │ ├── frame_58.png │ │ ├── frame_61.png │ │ ├── frame_64.png │ │ ├── frame_67.png │ │ ├── frame_7.png │ │ ├── frame_70.png │ │ ├── frame_73.png │ │ ├── frame_76.png │ │ ├── frame_79.png │ │ ├── frame_82.png │ │ ├── frame_85.png │ │ ├── frame_88.png │ │ ├── frame_91.png │ │ ├── frame_94.png │ │ └── frame_97.png │ └── imgs_3D_300P │ │ ├── frame_1.png │ │ ├── frame_10.png │ │ ├── frame_100.png │ │ ├── frame_103.png │ │ ├── frame_106.png │ │ ├── frame_109.png │ │ ├── frame_112.png │ │ ├── frame_115.png │ │ ├── frame_118.png │ │ ├── frame_121.png │ │ ├── frame_124.png │ │ ├── frame_127.png │ │ ├── frame_13.png │ │ ├── frame_130.png │ │ ├── frame_133.png │ │ ├── frame_136.png │ │ ├── frame_139.png │ │ ├── frame_142.png │ │ ├── frame_145.png │ │ ├── frame_148.png │ │ ├── frame_151.png │ │ ├── frame_154.png │ │ ├── frame_157.png │ │ ├── frame_16.png │ │ ├── frame_160.png │ │ ├── frame_163.png │ │ ├── frame_166.png │ │ ├── frame_169.png │ │ ├── frame_172.png │ │ ├── frame_175.png │ │ ├── frame_178.png │ │ ├── frame_181.png │ │ ├── frame_184.png │ │ ├── frame_187.png │ │ ├── frame_19.png │ │ ├── frame_190.png │ │ ├── frame_193.png │ │ ├── frame_196.png │ │ ├── frame_199.png │ │ ├── frame_202.png │ │ ├── frame_205.png │ │ ├── frame_208.png │ │ ├── frame_211.png │ │ ├── frame_214.png │ │ ├── frame_217.png │ │ ├── frame_22.png │ │ ├── frame_220.png │ │ ├── frame_223.png │ │ ├── frame_226.png │ │ ├── frame_229.png │ │ ├── frame_232.png │ │ ├── frame_235.png │ │ ├── frame_238.png │ │ ├── frame_241.png │ │ ├── frame_244.png │ │ ├── frame_247.png │ │ ├── frame_25.png │ │ ├── frame_250.png │ │ ├── frame_253.png │ │ ├── frame_256.png │ │ ├── frame_259.png │ │ ├── frame_262.png │ │ ├── frame_265.png │ │ ├── frame_268.png │ │ ├── frame_271.png │ │ ├── frame_274.png │ │ ├── frame_277.png │ │ ├── frame_28.png │ │ ├── frame_280.png │ │ ├── frame_283.png │ │ ├── frame_286.png │ │ ├── frame_289.png │ │ ├── frame_292.png │ │ ├── frame_295.png │ │ ├── frame_298.png │ │ ├── frame_301.png │ │ ├── frame_304.png │ │ ├── frame_307.png │ │ ├── frame_31.png │ │ ├── frame_310.png │ │ ├── frame_313.png │ │ ├── frame_316.png │ │ ├── frame_319.png │ │ ├── frame_322.png │ │ ├── frame_325.png │ │ ├── frame_328.png │ │ ├── frame_331.png │ │ ├── frame_334.png │ │ ├── frame_337.png │ │ ├── frame_34.png │ │ ├── frame_340.png │ │ ├── frame_343.png │ │ ├── frame_346.png │ │ ├── frame_349.png │ │ ├── frame_352.png │ │ ├── frame_355.png │ │ ├── frame_358.png │ │ ├── frame_361.png │ │ ├── frame_364.png │ │ ├── frame_367.png │ │ ├── frame_37.png │ │ ├── frame_370.png │ │ ├── frame_373.png │ │ ├── frame_376.png │ │ ├── frame_379.png │ │ ├── frame_382.png │ │ ├── frame_385.png │ │ ├── frame_388.png │ │ ├── frame_391.png │ │ ├── frame_394.png │ │ ├── frame_397.png │ │ ├── frame_4.png │ │ ├── frame_40.png │ │ ├── frame_400.png │ │ ├── frame_43.png │ │ ├── frame_46.png │ │ ├── frame_49.png │ │ ├── frame_52.png │ │ ├── frame_55.png │ │ ├── frame_58.png │ │ ├── frame_61.png │ │ ├── frame_64.png │ │ ├── frame_67.png │ │ ├── frame_7.png │ │ ├── frame_70.png │ │ ├── frame_73.png │ │ ├── frame_76.png │ │ ├── frame_79.png │ │ ├── frame_82.png │ │ ├── frame_85.png │ │ ├── frame_88.png │ │ ├── frame_91.png │ │ ├── frame_94.png │ │ └── frame_97.png ├── Excel for splitting data │ ├── complete_Depression_AVEC2017.csv │ ├── dev_split_Depression_AVEC2017.csv │ ├── full_test_split.csv │ ├── full_train_split_Depression_AVEC2017.csv │ ├── test_split_Depression_AVEC2017.csv │ └── train_split_Depression_AVEC2017.csv ├── KP_Movement │ ├── KP_movement_ranking.log │ ├── Reward_Points_KP_movement.csv │ └── check_KP_movement_diff.py ├── database_generation.ipynb ├── database_generation_v1 │ ├── database_generation_test.py │ ├── database_generation_train.py │ └── database_generation_validation.py ├── database_generation_v2 │ ├── database_generation_test.py │ └── database_generation_train.py ├── database_text_generation │ ├── database_generation_test.py │ ├── database_generation_train.py │ └── database_generation_validation.py ├── download_DAIC-WOZ.ipynb ├── download_DAIC-WOZ.py └── download_example_image.JPG ├── depression_analysis ├── inference_DepressionAnalysis+GB │ ├── A+Conv-BiLSTM-1D+PHQ-Subscores+Mel.log │ ├── Participant Analysis.csv │ ├── config_inference_DepressionAnalysis+GB.yaml │ └── runs │ │ └── events.out.tfevents.1648223882.i14s42.59496.0 ├── inference_DepressionAnalysis+NoGB │ ├── A+Conv-BiLSTM-1D+PHQ-Subscores+Mel.log │ ├── Participant Analysis.csv │ ├── config_inference_DepressionAnalysis+NoGB.yaml │ └── runs │ │ └── events.out.tfevents.1648223968.i14s42.59584.0 ├── inference_DepressionAnalysis_AV │ ├── AV+ConvBiLSTM+PHQ-Subscores+Attention.log │ ├── Participant Analysis.csv │ ├── inference_DepressionAnalysis_AV.yaml │ └── runs │ │ └── events.out.tfevents.1650892396.i14s36.26744.0 └── inference_DepressionAnalysis_AVT │ ├── AVT+ConvBiLSTM+PHQ-Subscores+Sub-Attention.log │ ├── Participant Analysis.csv │ ├── inference_DepressionAnalysis_AVT.yaml │ └── runs │ └── events.out.tfevents.1649067871.i14s42.7447.0 ├── environment.yml ├── images ├── Attentional_Fusion_Block.png ├── ConvBiLSTM_Sub-Atten.png ├── gif_P321_time-58-88.gif ├── mel_spectrogram_comparison.png ├── sentence_embeddings.png ├── text_extraction.PNG └── visualization_of_recombination.PNG ├── models ├── AVT_ConvLSTM │ ├── __pycache__ │ │ └── utils.cpython-38.pyc │ ├── config │ │ └── config_phq-subscores.yaml │ ├── dataset │ │ ├── __pycache__ │ │ │ ├── dataset.cpython-38.pyc │ │ │ └── utils.cpython-38.pyc │ │ ├── dataset.py │ │ └── utils.py │ ├── exp_AVT+ConvBiLSTM+PHQ-Subscores+Cat+Soft │ │ ├── AVT+ConvBiLSTM+PHQ-Subscores+Cat+Soft.log │ │ ├── config_AVT+ConvBiLSTM+PHQ-Subscores+Cat+Soft.yaml │ │ └── runs │ │ │ ├── Classification_test_Scores_F1_score │ │ │ └── events.out.tfevents.1647940942.i14s42.16392.14 │ │ │ ├── Classification_test_Scores_Precision │ │ │ └── events.out.tfevents.1647940941.i14s42.16392.12 │ │ │ ├── Classification_test_Scores_Recall │ │ │ └── events.out.tfevents.1647940941.i14s42.16392.13 │ │ │ ├── Classification_test_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647940941.i14s42.16392.11 │ │ │ ├── Classification_test_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647940941.i14s42.16392.10 │ │ │ ├── Classification_train_Scores_F1_score │ │ │ └── events.out.tfevents.1647940937.i14s42.16392.5 │ │ │ ├── Classification_train_Scores_Precision │ │ │ └── events.out.tfevents.1647940937.i14s42.16392.3 │ │ │ ├── Classification_train_Scores_Recall │ │ │ └── events.out.tfevents.1647940937.i14s42.16392.4 │ │ │ ├── Classification_train_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647940937.i14s42.16392.2 │ │ │ ├── Classification_train_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647940937.i14s42.16392.1 │ │ │ ├── Regression_Scores_MAE │ │ │ └── events.out.tfevents.1647940937.i14s42.16392.6 │ │ │ ├── Regression_Scores_MSE │ │ │ └── events.out.tfevents.1647940937.i14s42.16392.7 │ │ │ ├── Regression_Scores_R2 │ │ │ └── events.out.tfevents.1647940937.i14s42.16392.9 │ │ │ ├── Regression_Scores_RMSE │ │ │ └── events.out.tfevents.1647940937.i14s42.16392.8 │ │ │ └── events.out.tfevents.1647940851.i14s42.16392.0 │ ├── exp_AVT+ConvBiLSTM+PHQ-Subscores+Max+Soft │ │ ├── AVT+ConvBiLSTM+PHQ-Subscores+Max+Soft.log │ │ ├── config_AVT+ConvBiLSTM+PHQ-Subscores+Max+Soft.yaml │ │ └── runs │ │ │ ├── Classification_test_Scores_F1_score │ │ │ └── events.out.tfevents.1647983359.i14s42.39065.14 │ │ │ ├── Classification_test_Scores_Precision │ │ │ └── events.out.tfevents.1647983359.i14s42.39065.12 │ │ │ ├── Classification_test_Scores_Recall │ │ │ └── events.out.tfevents.1647983359.i14s42.39065.13 │ │ │ ├── Classification_test_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647983359.i14s42.39065.11 │ │ │ ├── Classification_test_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647983359.i14s42.39065.10 │ │ │ ├── Classification_train_Scores_F1_score │ │ │ └── events.out.tfevents.1647983329.i14s42.39065.5 │ │ │ ├── Classification_train_Scores_Precision │ │ │ └── events.out.tfevents.1647983329.i14s42.39065.3 │ │ │ ├── Classification_train_Scores_Recall │ │ │ └── events.out.tfevents.1647983329.i14s42.39065.4 │ │ │ ├── Classification_train_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647983329.i14s42.39065.2 │ │ │ ├── Classification_train_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647983329.i14s42.39065.1 │ │ │ ├── Regression_Scores_MAE │ │ │ └── events.out.tfevents.1647983329.i14s42.39065.6 │ │ │ ├── Regression_Scores_MSE │ │ │ └── events.out.tfevents.1647983329.i14s42.39065.7 │ │ │ ├── Regression_Scores_R2 │ │ │ └── events.out.tfevents.1647983329.i14s42.39065.9 │ │ │ ├── Regression_Scores_RMSE │ │ │ └── events.out.tfevents.1647983329.i14s42.39065.8 │ │ │ └── events.out.tfevents.1647983233.i14s42.39065.0 │ ├── exp_AVT+ConvBiLSTM+PHQ-Subscores+Mean+Soft │ │ ├── AVT+ConvBiLSTM+PHQ-Subscores+Mean+Soft.log │ │ ├── config_AVT+ConvBiLSTM+PHQ-Subscores+Mean+Soft.yaml │ │ └── runs │ │ │ ├── Classification_test_Scores_F1_score │ │ │ └── events.out.tfevents.1647974677.i14s42.35081.14 │ │ │ ├── Classification_test_Scores_Precision │ │ │ └── events.out.tfevents.1647974677.i14s42.35081.12 │ │ │ ├── Classification_test_Scores_Recall │ │ │ └── events.out.tfevents.1647974677.i14s42.35081.13 │ │ │ ├── Classification_test_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647974677.i14s42.35081.11 │ │ │ ├── Classification_test_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647974677.i14s42.35081.10 │ │ │ ├── Classification_train_Scores_F1_score │ │ │ └── events.out.tfevents.1647974673.i14s42.35081.5 │ │ │ ├── Classification_train_Scores_Precision │ │ │ └── events.out.tfevents.1647974673.i14s42.35081.3 │ │ │ ├── Classification_train_Scores_Recall │ │ │ └── events.out.tfevents.1647974673.i14s42.35081.4 │ │ │ ├── Classification_train_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647974673.i14s42.35081.2 │ │ │ ├── Classification_train_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647974673.i14s42.35081.1 │ │ │ ├── Regression_Scores_MAE │ │ │ └── events.out.tfevents.1647974673.i14s42.35081.6 │ │ │ ├── Regression_Scores_MSE │ │ │ └── events.out.tfevents.1647974673.i14s42.35081.7 │ │ │ ├── Regression_Scores_R2 │ │ │ └── events.out.tfevents.1647974673.i14s42.35081.9 │ │ │ ├── Regression_Scores_RMSE │ │ │ └── events.out.tfevents.1647974673.i14s42.35081.8 │ │ │ └── events.out.tfevents.1647974642.i14s42.35081.0 │ ├── exp_AVT+ConvBiLSTM+PHQ-Subscores+Median+Soft │ │ ├── AVT+ConvBiLSTM+PHQ-Subscores+Median+Soft.log │ │ ├── config_AVT+ConvBiLSTM+PHQ-Subscores+Median+Soft.yaml │ │ └── runs │ │ │ ├── Classification_test_Scores_F1_score │ │ │ └── events.out.tfevents.1647978504.i14s42.36806.14 │ │ │ ├── Classification_test_Scores_Precision │ │ │ └── events.out.tfevents.1647978504.i14s42.36806.12 │ │ │ ├── Classification_test_Scores_Recall │ │ │ └── events.out.tfevents.1647978504.i14s42.36806.13 │ │ │ ├── Classification_test_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647978504.i14s42.36806.11 │ │ │ ├── Classification_test_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647978504.i14s42.36806.10 │ │ │ ├── Classification_train_Scores_F1_score │ │ │ └── events.out.tfevents.1647978436.i14s42.36806.5 │ │ │ ├── Classification_train_Scores_Precision │ │ │ └── events.out.tfevents.1647978436.i14s42.36806.3 │ │ │ ├── Classification_train_Scores_Recall │ │ │ └── events.out.tfevents.1647978436.i14s42.36806.4 │ │ │ ├── Classification_train_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647978436.i14s42.36806.2 │ │ │ ├── Classification_train_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647978436.i14s42.36806.1 │ │ │ ├── Regression_Scores_MAE │ │ │ └── events.out.tfevents.1647978436.i14s42.36806.6 │ │ │ ├── Regression_Scores_MSE │ │ │ └── events.out.tfevents.1647978436.i14s42.36806.7 │ │ │ ├── Regression_Scores_R2 │ │ │ └── events.out.tfevents.1647978436.i14s42.36806.9 │ │ │ ├── Regression_Scores_RMSE │ │ │ └── events.out.tfevents.1647978436.i14s42.36806.8 │ │ │ └── events.out.tfevents.1647978324.i14s42.36806.0 │ ├── exp_AVT+ConvBiLSTM+PHQ-Subscores+Multi+Soft │ │ ├── AVT+ConvBiLSTM+PHQ-Subscores+Multi+Soft.log │ │ ├── config_AVT+ConvBiLSTM+PHQ-Subscores+Multi+Soft.yaml │ │ └── runs │ │ │ ├── Classification_test_Scores_F1_score │ │ │ └── events.out.tfevents.1648134581.i14s42.8397.14 │ │ │ ├── Classification_test_Scores_Precision │ │ │ └── events.out.tfevents.1648134581.i14s42.8397.12 │ │ │ ├── Classification_test_Scores_Recall │ │ │ └── events.out.tfevents.1648134581.i14s42.8397.13 │ │ │ ├── Classification_test_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1648134581.i14s42.8397.11 │ │ │ ├── Classification_test_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1648134581.i14s42.8397.10 │ │ │ ├── Classification_train_Scores_F1_score │ │ │ └── events.out.tfevents.1648134504.i14s42.8397.5 │ │ │ ├── Classification_train_Scores_Precision │ │ │ └── events.out.tfevents.1648134504.i14s42.8397.3 │ │ │ ├── Classification_train_Scores_Recall │ │ │ └── events.out.tfevents.1648134504.i14s42.8397.4 │ │ │ ├── Classification_train_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1648134504.i14s42.8397.2 │ │ │ ├── Classification_train_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1648134504.i14s42.8397.1 │ │ │ ├── Regression_Scores_MAE │ │ │ └── events.out.tfevents.1648134504.i14s42.8397.6 │ │ │ ├── Regression_Scores_MSE │ │ │ └── events.out.tfevents.1648134504.i14s42.8397.7 │ │ │ ├── Regression_Scores_R2 │ │ │ └── events.out.tfevents.1648134504.i14s42.8397.9 │ │ │ ├── Regression_Scores_RMSE │ │ │ └── events.out.tfevents.1648134504.i14s42.8397.8 │ │ │ └── events.out.tfevents.1648134351.i14s42.8397.0 │ ├── exp_AVT+ConvBiLSTM+PHQ-Subscores+Sum+Soft │ │ ├── AVT+ConvBiLSTM+PHQ-Subscores+Sum+Soft.log │ │ ├── config_AVT+ConvBiLSTM+PHQ-Subscores+Sum+Soft.yaml │ │ └── runs │ │ │ ├── Classification_test_Scores_F1_score │ │ │ └── events.out.tfevents.1647971136.i14s42.32968.14 │ │ │ ├── Classification_test_Scores_Precision │ │ │ └── events.out.tfevents.1647971136.i14s42.32968.12 │ │ │ ├── Classification_test_Scores_Recall │ │ │ └── events.out.tfevents.1647971136.i14s42.32968.13 │ │ │ ├── Classification_test_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647971136.i14s42.32968.11 │ │ │ ├── Classification_test_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647971136.i14s42.32968.10 │ │ │ ├── Classification_train_Scores_F1_score │ │ │ └── events.out.tfevents.1647971131.i14s42.32968.5 │ │ │ ├── Classification_train_Scores_Precision │ │ │ └── events.out.tfevents.1647971131.i14s42.32968.3 │ │ │ ├── Classification_train_Scores_Recall │ │ │ └── events.out.tfevents.1647971131.i14s42.32968.4 │ │ │ ├── Classification_train_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647971131.i14s42.32968.2 │ │ │ ├── Classification_train_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647971131.i14s42.32968.1 │ │ │ ├── Regression_Scores_MAE │ │ │ └── events.out.tfevents.1647971131.i14s42.32968.6 │ │ │ ├── Regression_Scores_MSE │ │ │ └── events.out.tfevents.1647971131.i14s42.32968.7 │ │ │ ├── Regression_Scores_R2 │ │ │ └── events.out.tfevents.1647971131.i14s42.32968.9 │ │ │ ├── Regression_Scores_RMSE │ │ │ └── events.out.tfevents.1647971131.i14s42.32968.8 │ │ │ └── events.out.tfevents.1647971099.i14s42.32968.0 │ ├── main_phq-subscores.py │ ├── models │ │ ├── __pycache__ │ │ │ ├── bypass_bn.cpython-38.pyc │ │ │ ├── convlstm.cpython-38.pyc │ │ │ ├── evaluator.cpython-38.pyc │ │ │ └── sam.cpython-38.pyc │ │ ├── bypass_bn.py │ │ ├── convlstm.py │ │ ├── evaluator.py │ │ └── sam.py │ └── utils.py ├── AVT_ConvLSTM_Attention │ ├── __pycache__ │ │ └── utils.cpython-38.pyc │ ├── config │ │ └── config_phq-subscores.yaml │ ├── dataset │ │ ├── __pycache__ │ │ │ ├── dataset.cpython-38.pyc │ │ │ └── utils.cpython-38.pyc │ │ ├── dataset.py │ │ └── utils.py │ ├── exp_AVT+ConvBiLSTM+PHQ-Subscores+Attention+Soft_3 │ │ ├── AVT+ConvBiLSTM+PHQ-Subscores+Attention+Soft.log │ │ ├── config_AVT+ConvBiLSTM+PHQ-Subscores+Attention+Soft.yaml │ │ └── runs │ │ │ ├── Classification_test_Scores_F1_score │ │ │ └── events.out.tfevents.1648142613.i14s42.12012.14 │ │ │ ├── Classification_test_Scores_Precision │ │ │ └── events.out.tfevents.1648142613.i14s42.12012.12 │ │ │ ├── Classification_test_Scores_Recall │ │ │ └── events.out.tfevents.1648142613.i14s42.12012.13 │ │ │ ├── Classification_test_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1648142613.i14s42.12012.11 │ │ │ ├── Classification_test_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1648142613.i14s42.12012.10 │ │ │ ├── Classification_train_Scores_F1_score │ │ │ └── events.out.tfevents.1648142608.i14s42.12012.5 │ │ │ ├── Classification_train_Scores_Precision │ │ │ └── events.out.tfevents.1648142608.i14s42.12012.3 │ │ │ ├── Classification_train_Scores_Recall │ │ │ └── events.out.tfevents.1648142608.i14s42.12012.4 │ │ │ ├── Classification_train_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1648142608.i14s42.12012.2 │ │ │ ├── Classification_train_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1648142608.i14s42.12012.1 │ │ │ ├── Regression_Scores_MAE │ │ │ └── events.out.tfevents.1648142608.i14s42.12012.6 │ │ │ ├── Regression_Scores_MSE │ │ │ └── events.out.tfevents.1648142608.i14s42.12012.7 │ │ │ ├── Regression_Scores_R2 │ │ │ └── events.out.tfevents.1648142608.i14s42.12012.9 │ │ │ ├── Regression_Scores_RMSE │ │ │ └── events.out.tfevents.1648142608.i14s42.12012.8 │ │ │ └── events.out.tfevents.1648142578.i14s42.12012.0 │ ├── main_phq-subscores.py │ ├── models │ │ ├── __pycache__ │ │ │ ├── bypass_bn.cpython-38.pyc │ │ │ ├── convlstm.cpython-38.pyc │ │ │ ├── evaluator.cpython-38.pyc │ │ │ ├── fusion.cpython-38.pyc │ │ │ └── sam.cpython-38.pyc │ │ ├── bypass_bn.py │ │ ├── convlstm.py │ │ ├── evaluator.py │ │ ├── fusion.py │ │ └── sam.py │ └── utils.py ├── AVT_ConvLSTM_Sub-Attention │ ├── __pycache__ │ │ └── utils.cpython-38.pyc │ ├── config │ │ ├── config_inference.yaml │ │ └── config_phq-subscores.yaml │ ├── dataset │ │ ├── __pycache__ │ │ │ ├── dataset.cpython-38.pyc │ │ │ └── utils.cpython-38.pyc │ │ ├── dataset.py │ │ └── utils.py │ ├── exp_AVT+ConvBiLSTM+PHQ-Subscores+Sub-Attention+Soft │ │ ├── AVT+ConvBiLSTM+PHQ-Subscores+Sub-Attention+Soft.log │ │ ├── config_AVT+ConvBiLSTM+PHQ-Subscores+Sub-Attention+Soft.yaml │ │ └── runs │ │ │ ├── Classification_test_Scores_F1_score │ │ │ └── events.out.tfevents.1648162287.i14s42.23213.14 │ │ │ ├── Classification_test_Scores_Precision │ │ │ └── events.out.tfevents.1648162287.i14s42.23213.12 │ │ │ ├── Classification_test_Scores_Recall │ │ │ └── events.out.tfevents.1648162287.i14s42.23213.13 │ │ │ ├── Classification_test_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1648162287.i14s42.23213.11 │ │ │ ├── Classification_test_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1648162287.i14s42.23213.10 │ │ │ ├── Classification_train_Scores_F1_score │ │ │ └── events.out.tfevents.1648162283.i14s42.23213.5 │ │ │ ├── Classification_train_Scores_Precision │ │ │ └── events.out.tfevents.1648162283.i14s42.23213.3 │ │ │ ├── Classification_train_Scores_Recall │ │ │ └── events.out.tfevents.1648162283.i14s42.23213.4 │ │ │ ├── Classification_train_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1648162283.i14s42.23213.2 │ │ │ ├── Classification_train_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1648162283.i14s42.23213.1 │ │ │ ├── Regression_Scores_MAE │ │ │ └── events.out.tfevents.1648162283.i14s42.23213.6 │ │ │ ├── Regression_Scores_MSE │ │ │ └── events.out.tfevents.1648162283.i14s42.23213.7 │ │ │ ├── Regression_Scores_R2 │ │ │ └── events.out.tfevents.1648162283.i14s42.23213.9 │ │ │ ├── Regression_Scores_RMSE │ │ │ └── events.out.tfevents.1648162283.i14s42.23213.8 │ │ │ └── events.out.tfevents.1648162242.i14s42.23213.0 │ ├── inference_DepressionAnalysis_AVT_PHQ-score │ │ ├── AVT+ConvBiLSTM+PHQ-Subscores+Sub-Attention.log │ │ ├── Participant Analysis.csv │ │ ├── inference_DepressionAnalysis_AVT.yaml │ │ └── runs │ │ │ └── events.out.tfevents.1649067871.i14s42.7447.0 │ ├── main_inference.py │ ├── main_phq-subscores.py │ ├── models │ │ ├── __pycache__ │ │ │ ├── bypass_bn.cpython-38.pyc │ │ │ ├── convlstm.cpython-38.pyc │ │ │ ├── evaluator.cpython-38.pyc │ │ │ ├── fusion.cpython-38.pyc │ │ │ └── sam.cpython-38.pyc │ │ ├── bypass_bn.py │ │ ├── config_inference.yaml │ │ ├── convlstm.py │ │ ├── evaluator.py │ │ ├── fusion.py │ │ └── sam.py │ └── utils.py ├── AV_ConvLSTM │ ├── __pycache__ │ │ └── utils.cpython-38.pyc │ ├── config │ │ └── config_phq-subscores.yaml │ ├── dataset │ │ ├── __pycache__ │ │ │ ├── dataset.cpython-38.pyc │ │ │ └── utils.cpython-38.pyc │ │ ├── dataset.py │ │ └── utils.py │ ├── exp_AV+ConvBiLSTM+PHQ-Subscores+Cat+Soft │ │ ├── AV+ConvBiLSTM+PHQ-Subscores+Cat+Soft.log │ │ ├── config_AV+ConvBiLSTM+PHQ-Subscores+Cat+Soft.yaml │ │ └── runs │ │ │ ├── Classification_test_Scores_F1_score │ │ │ └── events.out.tfevents.1647507182.i14s42.20102.14 │ │ │ ├── Classification_test_Scores_Precision │ │ │ └── events.out.tfevents.1647507182.i14s42.20102.12 │ │ │ ├── Classification_test_Scores_Recall │ │ │ └── events.out.tfevents.1647507182.i14s42.20102.13 │ │ │ ├── Classification_test_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647507182.i14s42.20102.11 │ │ │ ├── Classification_test_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647507182.i14s42.20102.10 │ │ │ ├── Classification_train_Scores_F1_score │ │ │ └── events.out.tfevents.1647507178.i14s42.20102.5 │ │ │ ├── Classification_train_Scores_Precision │ │ │ └── events.out.tfevents.1647507178.i14s42.20102.3 │ │ │ ├── Classification_train_Scores_Recall │ │ │ └── events.out.tfevents.1647507178.i14s42.20102.4 │ │ │ ├── Classification_train_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647507178.i14s42.20102.2 │ │ │ ├── Classification_train_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647507178.i14s42.20102.1 │ │ │ ├── Regression_Scores_MAE │ │ │ └── events.out.tfevents.1647507178.i14s42.20102.6 │ │ │ ├── Regression_Scores_MSE │ │ │ └── events.out.tfevents.1647507178.i14s42.20102.7 │ │ │ ├── Regression_Scores_R2 │ │ │ └── events.out.tfevents.1647507178.i14s42.20102.9 │ │ │ ├── Regression_Scores_RMSE │ │ │ └── events.out.tfevents.1647507178.i14s42.20102.8 │ │ │ └── events.out.tfevents.1647507135.i14s42.20102.0 │ ├── exp_AV+ConvBiLSTM+PHQ-Subscores+Max+Soft │ │ ├── AV+ConvBiLSTM+PHQ-Subscores+Max+Soft.log │ │ ├── config_AV+ConvBiLSTM+PHQ-Subscores+Max+Soft.yaml │ │ └── runs │ │ │ ├── Classification_test_Scores_F1_score │ │ │ └── events.out.tfevents.1647599463.i14s42.776.14 │ │ │ ├── Classification_test_Scores_Precision │ │ │ └── events.out.tfevents.1647599463.i14s42.776.12 │ │ │ ├── Classification_test_Scores_Recall │ │ │ └── events.out.tfevents.1647599463.i14s42.776.13 │ │ │ ├── Classification_test_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647599463.i14s42.776.11 │ │ │ ├── Classification_test_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647599463.i14s42.776.10 │ │ │ ├── Classification_train_Scores_F1_score │ │ │ └── events.out.tfevents.1647599459.i14s42.776.5 │ │ │ ├── Classification_train_Scores_Precision │ │ │ └── events.out.tfevents.1647599459.i14s42.776.3 │ │ │ ├── Classification_train_Scores_Recall │ │ │ └── events.out.tfevents.1647599459.i14s42.776.4 │ │ │ ├── Classification_train_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647599459.i14s42.776.2 │ │ │ ├── Classification_train_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647599459.i14s42.776.1 │ │ │ ├── Regression_Scores_MAE │ │ │ └── events.out.tfevents.1647599459.i14s42.776.6 │ │ │ ├── Regression_Scores_MSE │ │ │ └── events.out.tfevents.1647599459.i14s42.776.7 │ │ │ ├── Regression_Scores_R2 │ │ │ └── events.out.tfevents.1647599459.i14s42.776.9 │ │ │ ├── Regression_Scores_RMSE │ │ │ └── events.out.tfevents.1647599459.i14s42.776.8 │ │ │ └── events.out.tfevents.1647599419.i14s42.776.0 │ ├── exp_AV+ConvBiLSTM+PHQ-Subscores+Mean+Soft │ │ ├── AV+ConvBiLSTM+PHQ-Subscores+Mean+Soft.log │ │ ├── config_AV+ConvBiLSTM+PHQ-Subscores+Mean+Soft.yaml │ │ └── runs │ │ │ ├── Classification_test_Scores_F1_score │ │ │ └── events.out.tfevents.1647592692.i14s42.62006.14 │ │ │ ├── Classification_test_Scores_Precision │ │ │ └── events.out.tfevents.1647592692.i14s42.62006.12 │ │ │ ├── Classification_test_Scores_Recall │ │ │ └── events.out.tfevents.1647592692.i14s42.62006.13 │ │ │ ├── Classification_test_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647592692.i14s42.62006.11 │ │ │ ├── Classification_test_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647592692.i14s42.62006.10 │ │ │ ├── Classification_train_Scores_F1_score │ │ │ └── events.out.tfevents.1647592687.i14s42.62006.5 │ │ │ ├── Classification_train_Scores_Precision │ │ │ └── events.out.tfevents.1647592687.i14s42.62006.3 │ │ │ ├── Classification_train_Scores_Recall │ │ │ └── events.out.tfevents.1647592687.i14s42.62006.4 │ │ │ ├── Classification_train_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647592687.i14s42.62006.2 │ │ │ ├── Classification_train_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647592687.i14s42.62006.1 │ │ │ ├── Regression_Scores_MAE │ │ │ └── events.out.tfevents.1647592687.i14s42.62006.6 │ │ │ ├── Regression_Scores_MSE │ │ │ └── events.out.tfevents.1647592687.i14s42.62006.7 │ │ │ ├── Regression_Scores_R2 │ │ │ └── events.out.tfevents.1647592687.i14s42.62006.9 │ │ │ ├── Regression_Scores_RMSE │ │ │ └── events.out.tfevents.1647592687.i14s42.62006.8 │ │ │ └── events.out.tfevents.1647592638.i14s42.62006.0 │ ├── exp_AV+ConvBiLSTM+PHQ-Subscores+Median+Soft │ │ ├── AV+ConvBiLSTM+PHQ-Subscores+Median+Soft.log │ │ ├── config_AV+ConvBiLSTM+PHQ-Subscores+Median+Soft.yaml │ │ └── runs │ │ │ ├── Classification_test_Scores_F1_score │ │ │ └── events.out.tfevents.1647602668.i14s42.2651.14 │ │ │ ├── Classification_test_Scores_Precision │ │ │ └── events.out.tfevents.1647602668.i14s42.2651.12 │ │ │ ├── Classification_test_Scores_Recall │ │ │ └── events.out.tfevents.1647602668.i14s42.2651.13 │ │ │ ├── Classification_test_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647602668.i14s42.2651.11 │ │ │ ├── Classification_test_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647602668.i14s42.2651.10 │ │ │ ├── Classification_train_Scores_F1_score │ │ │ └── events.out.tfevents.1647602664.i14s42.2651.5 │ │ │ ├── Classification_train_Scores_Precision │ │ │ └── events.out.tfevents.1647602664.i14s42.2651.3 │ │ │ ├── Classification_train_Scores_Recall │ │ │ └── events.out.tfevents.1647602664.i14s42.2651.4 │ │ │ ├── Classification_train_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647602664.i14s42.2651.2 │ │ │ ├── Classification_train_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647602664.i14s42.2651.1 │ │ │ ├── Regression_Scores_MAE │ │ │ └── events.out.tfevents.1647602664.i14s42.2651.6 │ │ │ ├── Regression_Scores_MSE │ │ │ └── events.out.tfevents.1647602664.i14s42.2651.7 │ │ │ ├── Regression_Scores_R2 │ │ │ └── events.out.tfevents.1647602664.i14s42.2651.9 │ │ │ ├── Regression_Scores_RMSE │ │ │ └── events.out.tfevents.1647602664.i14s42.2651.8 │ │ │ └── events.out.tfevents.1647602636.i14s42.2651.0 │ ├── exp_AV+ConvBiLSTM+PHQ-Subscores+Multi+Soft │ │ ├── AV+ConvBiLSTM+PHQ-Subscores+Multi+Soft.log │ │ ├── config_AV+ConvBiLSTM+PHQ-Subscores+Multi+Soft.yaml │ │ └── runs │ │ │ ├── Classification_test_Scores_F1_score │ │ │ └── events.out.tfevents.1647595883.i14s42.63607.14 │ │ │ ├── Classification_test_Scores_Precision │ │ │ └── events.out.tfevents.1647595883.i14s42.63607.12 │ │ │ ├── Classification_test_Scores_Recall │ │ │ └── events.out.tfevents.1647595883.i14s42.63607.13 │ │ │ ├── Classification_test_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647595883.i14s42.63607.11 │ │ │ ├── Classification_test_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647595883.i14s42.63607.10 │ │ │ ├── Classification_train_Scores_F1_score │ │ │ └── events.out.tfevents.1647595879.i14s42.63607.5 │ │ │ ├── Classification_train_Scores_Precision │ │ │ └── events.out.tfevents.1647595879.i14s42.63607.3 │ │ │ ├── Classification_train_Scores_Recall │ │ │ └── events.out.tfevents.1647595879.i14s42.63607.4 │ │ │ ├── Classification_train_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647595879.i14s42.63607.2 │ │ │ ├── Classification_train_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647595879.i14s42.63607.1 │ │ │ ├── Regression_Scores_MAE │ │ │ └── events.out.tfevents.1647595879.i14s42.63607.6 │ │ │ ├── Regression_Scores_MSE │ │ │ └── events.out.tfevents.1647595879.i14s42.63607.7 │ │ │ ├── Regression_Scores_R2 │ │ │ └── events.out.tfevents.1647595879.i14s42.63607.9 │ │ │ ├── Regression_Scores_RMSE │ │ │ └── events.out.tfevents.1647595879.i14s42.63607.8 │ │ │ └── events.out.tfevents.1647595849.i14s42.63607.0 │ ├── exp_AV+ConvBiLSTM+PHQ-Subscores+Sum+Soft │ │ ├── AV+ConvBiLSTM+PHQ-Subscores+Sum+Soft.log │ │ ├── config_AV+ConvBiLSTM+PHQ-Subscores+Sum+Soft.yaml │ │ └── runs │ │ │ ├── Classification_test_Scores_F1_score │ │ │ └── events.out.tfevents.1647525596.i14s42.28473.14 │ │ │ ├── Classification_test_Scores_Precision │ │ │ └── events.out.tfevents.1647525596.i14s42.28473.12 │ │ │ ├── Classification_test_Scores_Recall │ │ │ └── events.out.tfevents.1647525596.i14s42.28473.13 │ │ │ ├── Classification_test_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647525596.i14s42.28473.11 │ │ │ ├── Classification_test_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647525596.i14s42.28473.10 │ │ │ ├── Classification_train_Scores_F1_score │ │ │ └── events.out.tfevents.1647525512.i14s42.28473.5 │ │ │ ├── Classification_train_Scores_Precision │ │ │ └── events.out.tfevents.1647525512.i14s42.28473.3 │ │ │ ├── Classification_train_Scores_Recall │ │ │ └── events.out.tfevents.1647525512.i14s42.28473.4 │ │ │ ├── Classification_train_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647525512.i14s42.28473.2 │ │ │ ├── Classification_train_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647525512.i14s42.28473.1 │ │ │ ├── Regression_Scores_MAE │ │ │ └── events.out.tfevents.1647525512.i14s42.28473.6 │ │ │ ├── Regression_Scores_MSE │ │ │ └── events.out.tfevents.1647525512.i14s42.28473.7 │ │ │ ├── Regression_Scores_R2 │ │ │ └── events.out.tfevents.1647525512.i14s42.28473.9 │ │ │ ├── Regression_Scores_RMSE │ │ │ └── events.out.tfevents.1647525512.i14s42.28473.8 │ │ │ └── events.out.tfevents.1647525405.i14s42.28473.0 │ ├── main_phq-subscores.py │ ├── models │ │ ├── __pycache__ │ │ │ ├── bypass_bn.cpython-38.pyc │ │ │ ├── convlstm.cpython-38.pyc │ │ │ ├── evaluator.cpython-38.pyc │ │ │ └── sam.cpython-38.pyc │ │ ├── bypass_bn.py │ │ ├── convlstm.py │ │ ├── evaluator.py │ │ └── sam.py │ └── utils.py ├── AV_ConvLSTM_Attention │ ├── __pycache__ │ │ └── utils.cpython-38.pyc │ ├── config │ │ ├── config_inference.yaml │ │ ├── config_inference_gender_analysis.yaml │ │ └── config_phq-subscores.yaml │ ├── dataset │ │ ├── __pycache__ │ │ │ ├── dataset.cpython-38.pyc │ │ │ └── utils.cpython-38.pyc │ │ ├── dataset.py │ │ └── utils.py │ ├── exp_AV+ConvBiLSTM+PHQ-Subscores+Attention │ │ ├── AV+ConvBiLSTM+PHQ-Subscores+Attention.log │ │ ├── config_AV+ConvBiLSTM+PHQ-Subscores+Attention.yaml │ │ └── runs │ │ │ ├── Classification_test_Scores_F1_score │ │ │ └── events.out.tfevents.1647531641.i14s42.31824.14 │ │ │ ├── Classification_test_Scores_Precision │ │ │ └── events.out.tfevents.1647531641.i14s42.31824.12 │ │ │ ├── Classification_test_Scores_Recall │ │ │ └── events.out.tfevents.1647531641.i14s42.31824.13 │ │ │ ├── Classification_test_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647531641.i14s42.31824.11 │ │ │ ├── Classification_test_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647531641.i14s42.31824.10 │ │ │ ├── Classification_train_Scores_F1_score │ │ │ └── events.out.tfevents.1647531636.i14s42.31824.5 │ │ │ ├── Classification_train_Scores_Precision │ │ │ └── events.out.tfevents.1647531636.i14s42.31824.3 │ │ │ ├── Classification_train_Scores_Recall │ │ │ └── events.out.tfevents.1647531636.i14s42.31824.4 │ │ │ ├── Classification_train_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647531636.i14s42.31824.2 │ │ │ ├── Classification_train_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647531636.i14s42.31824.1 │ │ │ ├── Regression_Scores_MAE │ │ │ └── events.out.tfevents.1647531636.i14s42.31824.6 │ │ │ ├── Regression_Scores_MSE │ │ │ └── events.out.tfevents.1647531636.i14s42.31824.7 │ │ │ ├── Regression_Scores_R2 │ │ │ └── events.out.tfevents.1647531636.i14s42.31824.9 │ │ │ ├── Regression_Scores_RMSE │ │ │ └── events.out.tfevents.1647531636.i14s42.31824.8 │ │ │ └── events.out.tfevents.1647531609.i14s42.31824.0 │ ├── exp_Gender_analysis_soft │ │ ├── AV+ConvBiLSTM+PHQ-Subscores+Attention.log │ │ ├── config_Gender_analysis_soft.yaml │ │ └── runs │ │ │ └── events.out.tfevents.1648198937.i14s42.43778.0 │ ├── inference_DepressionAnalysis_AV │ │ ├── AV+ConvBiLSTM+PHQ-Subscores+Attention.log │ │ ├── Participant Analysis.csv │ │ ├── inference_DepressionAnalysis_AV.yaml │ │ └── runs │ │ │ └── events.out.tfevents.1650892396.i14s36.26744.0 │ ├── main_inference.py │ ├── main_phq-subscores.py │ ├── models │ │ ├── __pycache__ │ │ │ ├── bypass_bn.cpython-38.pyc │ │ │ ├── convlstm.cpython-38.pyc │ │ │ ├── evaluator.cpython-38.pyc │ │ │ ├── fusion.cpython-38.pyc │ │ │ └── sam.cpython-38.pyc │ │ ├── bypass_bn.py │ │ ├── convlstm.py │ │ ├── evaluator.py │ │ ├── fusion.py │ │ └── sam.py │ └── utils.py ├── AV_ConvLSTM_Sub-Attention │ ├── __pycache__ │ │ └── utils.cpython-38.pyc │ ├── config │ │ ├── config_inference.yaml │ │ └── config_phq-subscores.yaml │ ├── dataset │ │ ├── __pycache__ │ │ │ ├── dataset.cpython-38.pyc │ │ │ └── utils.cpython-38.pyc │ │ ├── dataset.py │ │ └── utils.py │ ├── exp_AV+ConvBiLSTM+PHQ-Subscores+Sub-Attention+Soft │ │ ├── AV+ConvBiLSTM+PHQ-Subscores+Sub-Attention+Soft.log │ │ ├── config_AV+ConvBiLSTM+PHQ-Subscores+Sub-Attention+Soft.yaml │ │ └── runs │ │ │ ├── Classification_test_Scores_F1_score │ │ │ └── events.out.tfevents.1647538308.i14s42.36118.14 │ │ │ ├── Classification_test_Scores_Precision │ │ │ └── events.out.tfevents.1647538308.i14s42.36118.12 │ │ │ ├── Classification_test_Scores_Recall │ │ │ └── events.out.tfevents.1647538308.i14s42.36118.13 │ │ │ ├── Classification_test_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647538308.i14s42.36118.11 │ │ │ ├── Classification_test_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647538308.i14s42.36118.10 │ │ │ ├── Classification_train_Scores_F1_score │ │ │ └── events.out.tfevents.1647538305.i14s42.36118.5 │ │ │ ├── Classification_train_Scores_Precision │ │ │ └── events.out.tfevents.1647538305.i14s42.36118.3 │ │ │ ├── Classification_train_Scores_Recall │ │ │ └── events.out.tfevents.1647538305.i14s42.36118.4 │ │ │ ├── Classification_train_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647538305.i14s42.36118.2 │ │ │ ├── Classification_train_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647538305.i14s42.36118.1 │ │ │ ├── Regression_Scores_MAE │ │ │ └── events.out.tfevents.1647538305.i14s42.36118.6 │ │ │ ├── Regression_Scores_MSE │ │ │ └── events.out.tfevents.1647538305.i14s42.36118.7 │ │ │ ├── Regression_Scores_R2 │ │ │ └── events.out.tfevents.1647538305.i14s42.36118.9 │ │ │ ├── Regression_Scores_RMSE │ │ │ └── events.out.tfevents.1647538305.i14s42.36118.8 │ │ │ └── events.out.tfevents.1647538271.i14s42.36118.0 │ ├── inference_DepressionAnalysis_AV │ │ ├── AV+ConvBiLSTM+PHQ-Subscores+Sub-Attention.log │ │ ├── Participant Analysis.csv │ │ ├── inference_DepressionAnalysis_AV.yaml │ │ └── runs │ │ │ └── events.out.tfevents.1648223619.i14s42.59209.0 │ ├── main_inference.py │ ├── main_phq-subscores.py │ ├── models │ │ ├── __pycache__ │ │ │ ├── bypass_bn.cpython-38.pyc │ │ │ ├── convlstm.cpython-38.pyc │ │ │ ├── evaluator.cpython-38.pyc │ │ │ ├── fusion.cpython-38.pyc │ │ │ └── sam.cpython-38.pyc │ │ ├── bypass_bn.py │ │ ├── convlstm.py │ │ ├── convlstm_noDrop.py │ │ ├── evaluator.py │ │ ├── fusion.py │ │ └── sam.py │ └── utils.py ├── Audio_ConvLSTM │ ├── __pycache__ │ │ └── utils.cpython-38.pyc │ ├── config │ │ ├── config_inference.yaml │ │ ├── config_phq-score.yaml │ │ └── config_phq-subscores.yaml │ ├── dataset │ │ ├── dataset.py │ │ └── utils.py │ ├── inference_DepressionAnalysis+GB │ │ ├── A+Conv-BiLSTM-1D+PHQ-Subscores+Mel.log │ │ ├── Participant Analysis.csv │ │ ├── config_inference_DepressionAnalysis+GB.yaml │ │ └── runs │ │ │ └── events.out.tfevents.1648223882.i14s42.59496.0 │ ├── inference_DepressionAnalysis+NoGB │ │ ├── A+Conv-BiLSTM-1D+PHQ-Subscores+Mel.log │ │ ├── Participant Analysis.csv │ │ ├── config_inference_DepressionAnalysis+NoGB.yaml │ │ └── runs │ │ │ └── events.out.tfevents.1648223968.i14s42.59584.0 │ ├── main_inference.py │ ├── main_phq-score.py │ ├── main_phq-subscores.py │ ├── models │ │ ├── __pycache__ │ │ │ ├── bypass_bn.cpython-38.pyc │ │ │ ├── convlstm.cpython-38.pyc │ │ │ ├── deep_audio_net.cpython-38.pyc │ │ │ ├── evaluator.cpython-38.pyc │ │ │ └── sam.cpython-38.pyc │ │ ├── bypass_bn.py │ │ ├── convlstm.py │ │ ├── deep_audio_net.py │ │ ├── deep_audio_net_Bi.py │ │ ├── deep_audio_net_NoBi.py │ │ ├── evaluator.py │ │ └── sam.py │ ├── others │ │ ├── exp_A+ConLSTM-1D+PHQ-Subscores+Mel+Bi_test │ │ │ ├── A+ConLSTM-1D+PHQ-Subscores+Mel+Bi.log │ │ │ ├── config_A+ConLSTM-1D+PHQ-Subscores+Mel+Bi.yaml │ │ │ └── runs │ │ │ │ ├── Classification_test_Scores_F1_score │ │ │ │ └── events.out.tfevents.1647121900.i14s42.17528.14 │ │ │ │ ├── Classification_test_Scores_Precision │ │ │ │ └── events.out.tfevents.1647121900.i14s42.17528.12 │ │ │ │ ├── Classification_test_Scores_Recall │ │ │ │ └── events.out.tfevents.1647121900.i14s42.17528.13 │ │ │ │ ├── Classification_test_TPR_TNR_TNR │ │ │ │ └── events.out.tfevents.1647121900.i14s42.17528.11 │ │ │ │ ├── Classification_test_TPR_TNR_TPR │ │ │ │ └── events.out.tfevents.1647121900.i14s42.17528.10 │ │ │ │ ├── Classification_train_Scores_F1_score │ │ │ │ └── events.out.tfevents.1647121899.i14s42.17528.5 │ │ │ │ ├── Classification_train_Scores_Precision │ │ │ │ └── events.out.tfevents.1647121899.i14s42.17528.3 │ │ │ │ ├── Classification_train_Scores_Recall │ │ │ │ └── events.out.tfevents.1647121899.i14s42.17528.4 │ │ │ │ ├── Classification_train_TPR_TNR_TNR │ │ │ │ └── events.out.tfevents.1647121899.i14s42.17528.2 │ │ │ │ ├── Classification_train_TPR_TNR_TPR │ │ │ │ └── events.out.tfevents.1647121899.i14s42.17528.1 │ │ │ │ ├── Regression_Scores_MAE │ │ │ │ └── events.out.tfevents.1647121899.i14s42.17528.6 │ │ │ │ ├── Regression_Scores_MSE │ │ │ │ └── events.out.tfevents.1647121899.i14s42.17528.7 │ │ │ │ ├── Regression_Scores_R2 │ │ │ │ └── events.out.tfevents.1647121899.i14s42.17528.9 │ │ │ │ ├── Regression_Scores_RMSE │ │ │ │ └── events.out.tfevents.1647121899.i14s42.17528.8 │ │ │ │ └── events.out.tfevents.1647121886.i14s42.17528.0 │ │ ├── exp_A+ConLSTM-1D+PHQ-Subscores+Mel_test │ │ │ ├── A+ConLSTM-1D+PHQ-Subscores+Mel.log │ │ │ ├── config_A+ConLSTM-1D+PHQ-Subscores+Mel.yaml │ │ │ └── runs │ │ │ │ ├── Classification_test_Scores_F1_score │ │ │ │ └── events.out.tfevents.1647121595.i14s42.17285.14 │ │ │ │ ├── Classification_test_Scores_Precision │ │ │ │ └── events.out.tfevents.1647121595.i14s42.17285.12 │ │ │ │ ├── Classification_test_Scores_Recall │ │ │ │ └── events.out.tfevents.1647121595.i14s42.17285.13 │ │ │ │ ├── Classification_test_TPR_TNR_TNR │ │ │ │ └── events.out.tfevents.1647121595.i14s42.17285.11 │ │ │ │ ├── Classification_test_TPR_TNR_TPR │ │ │ │ └── events.out.tfevents.1647121595.i14s42.17285.10 │ │ │ │ ├── Classification_train_Scores_F1_score │ │ │ │ └── events.out.tfevents.1647121594.i14s42.17285.5 │ │ │ │ ├── Classification_train_Scores_Precision │ │ │ │ └── events.out.tfevents.1647121594.i14s42.17285.3 │ │ │ │ ├── Classification_train_Scores_Recall │ │ │ │ └── events.out.tfevents.1647121594.i14s42.17285.4 │ │ │ │ ├── Classification_train_TPR_TNR_TNR │ │ │ │ └── events.out.tfevents.1647121594.i14s42.17285.2 │ │ │ │ ├── Classification_train_TPR_TNR_TPR │ │ │ │ └── events.out.tfevents.1647121594.i14s42.17285.1 │ │ │ │ ├── Regression_Scores_MAE │ │ │ │ └── events.out.tfevents.1647121594.i14s42.17285.6 │ │ │ │ ├── Regression_Scores_MSE │ │ │ │ └── events.out.tfevents.1647121594.i14s42.17285.7 │ │ │ │ ├── Regression_Scores_R2 │ │ │ │ └── events.out.tfevents.1647121594.i14s42.17285.9 │ │ │ │ ├── Regression_Scores_RMSE │ │ │ │ └── events.out.tfevents.1647121594.i14s42.17285.8 │ │ │ │ └── events.out.tfevents.1647121584.i14s42.17285.0 │ │ └── exp_A+Conv-BiLSTM-1D+PHQ-Subscores+Mel+original_test │ │ │ ├── A+Conv-BiLSTM-1D+PHQ-Subscores+Mel+original.log │ │ │ ├── config_A+Conv-BiLSTM-1D+PHQ-Subscores+Mel+original.yaml │ │ │ └── runs │ │ │ ├── Classification_test_Scores_F1_score │ │ │ └── events.out.tfevents.1647166449.i14s42.35330.14 │ │ │ ├── Classification_test_Scores_Precision │ │ │ └── events.out.tfevents.1647166449.i14s42.35330.12 │ │ │ ├── Classification_test_Scores_Recall │ │ │ └── events.out.tfevents.1647166449.i14s42.35330.13 │ │ │ ├── Classification_test_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647166449.i14s42.35330.11 │ │ │ ├── Classification_test_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647166449.i14s42.35330.10 │ │ │ ├── Classification_train_Scores_F1_score │ │ │ └── events.out.tfevents.1647166403.i14s42.35330.5 │ │ │ ├── Classification_train_Scores_Precision │ │ │ └── events.out.tfevents.1647166403.i14s42.35330.3 │ │ │ ├── Classification_train_Scores_Recall │ │ │ └── events.out.tfevents.1647166403.i14s42.35330.4 │ │ │ ├── Classification_train_TPR_TNR_TNR │ │ │ └── events.out.tfevents.1647166403.i14s42.35330.2 │ │ │ ├── Classification_train_TPR_TNR_TPR │ │ │ └── events.out.tfevents.1647166403.i14s42.35330.1 │ │ │ ├── Regression_Scores_MAE │ │ │ └── events.out.tfevents.1647166403.i14s42.35330.6 │ │ │ ├── Regression_Scores_MSE │ │ │ └── events.out.tfevents.1647166403.i14s42.35330.7 │ │ │ ├── Regression_Scores_R2 │ │ │ └── events.out.tfevents.1647166403.i14s42.35330.9 │ │ │ ├── Regression_Scores_RMSE │ │ │ └── events.out.tfevents.1647166403.i14s42.35330.8 │ │ │ └── events.out.tfevents.1647166311.i14s42.35330.0 │ └── utils.py ├── Text_ConvLSTM │ ├── __pycache__ │ │ └── utils.cpython-38.pyc │ ├── config │ │ └── config_phq-subscores.yaml │ ├── dataset │ │ ├── __pycache__ │ │ │ ├── dataset.cpython-38.pyc │ │ │ └── utils.cpython-38.pyc │ │ ├── dataset.py │ │ └── utils.py │ ├── main_phq-subscores.py │ ├── models │ │ ├── __pycache__ │ │ │ ├── bypass_bn.cpython-38.pyc │ │ │ ├── convlstm.cpython-38.pyc │ │ │ ├── evaluator.cpython-38.pyc │ │ │ └── sam.cpython-38.pyc │ │ ├── bypass_bn.py │ │ ├── convlstm.py │ │ ├── evaluator.py │ │ └── sam.py │ └── utils.py └── Visual_ConvLSTM │ ├── __pycache__ │ └── utils.cpython-38.pyc │ ├── config │ ├── config_inference.yaml │ ├── config_phq-binary.yaml │ ├── config_phq-score.yaml │ └── config_phq-subscores.yaml │ ├── dataset │ ├── __pycache__ │ │ ├── dataset.cpython-38.pyc │ │ └── utils.cpython-38.pyc │ ├── dataset.py │ └── utils.py │ ├── exp_V+Conv2D-BiLSTM+PHQ-Subscores+Soft │ ├── V+Conv2D-BiLSTM+PHQ-Subscores+Soft.log │ ├── config_V+Conv2D-BiLSTM+PHQ-Subscores+Soft.yaml │ └── runs │ │ ├── Classification_test_Scores_F1_score │ │ └── events.out.tfevents.1647360083.i14s42.64232.19 │ │ ├── Classification_test_Scores_Precision │ │ └── events.out.tfevents.1647360083.i14s42.64232.17 │ │ ├── Classification_test_Scores_Recall │ │ └── events.out.tfevents.1647360083.i14s42.64232.18 │ │ ├── Classification_test_TPR_TNR_TNR │ │ └── events.out.tfevents.1647360083.i14s42.64232.16 │ │ ├── Classification_test_TPR_TNR_TPR │ │ └── events.out.tfevents.1647360083.i14s42.64232.15 │ │ ├── Classification_train_Scores_F1_score │ │ └── events.out.tfevents.1647360054.i14s42.64232.5 │ │ ├── Classification_train_Scores_Precision │ │ └── events.out.tfevents.1647360054.i14s42.64232.3 │ │ ├── Classification_train_Scores_Recall │ │ └── events.out.tfevents.1647360054.i14s42.64232.4 │ │ ├── Classification_train_TPR_TNR_TNR │ │ └── events.out.tfevents.1647360054.i14s42.64232.2 │ │ ├── Classification_train_TPR_TNR_TPR │ │ └── events.out.tfevents.1647360054.i14s42.64232.1 │ │ ├── Classification_validation_Scores_F1_score │ │ └── events.out.tfevents.1647360080.i14s42.64232.14 │ │ ├── Classification_validation_Scores_Precision │ │ └── events.out.tfevents.1647360080.i14s42.64232.12 │ │ ├── Classification_validation_Scores_Recall │ │ └── events.out.tfevents.1647360080.i14s42.64232.13 │ │ ├── Classification_validation_TPR_TNR_TNR │ │ └── events.out.tfevents.1647360080.i14s42.64232.11 │ │ ├── Classification_validation_TPR_TNR_TPR │ │ └── events.out.tfevents.1647360080.i14s42.64232.10 │ │ ├── Regression_Scores_MAE │ │ └── events.out.tfevents.1647360054.i14s42.64232.6 │ │ ├── Regression_Scores_MSE │ │ └── events.out.tfevents.1647360054.i14s42.64232.7 │ │ ├── Regression_Scores_R2 │ │ └── events.out.tfevents.1647360054.i14s42.64232.9 │ │ ├── Regression_Scores_RMSE │ │ └── events.out.tfevents.1647360054.i14s42.64232.8 │ │ └── events.out.tfevents.1647360034.i14s42.64232.0 │ ├── inference_DepressionAnalysis │ ├── Participant Analysis.csv │ ├── V+Conv2D-BiLSTM+PHQ-Subscores.log │ ├── config_inference_DepressionAnalysis.yaml │ └── runs │ │ └── events.out.tfevents.1650876386.i14s36.17888.0 │ ├── main_inference.py │ ├── main_phq-binary.py │ ├── main_phq-score.py │ ├── main_phq-subscores.py │ ├── models │ ├── __pycache__ │ │ ├── bypass_bn.cpython-38.pyc │ │ ├── convlstm.cpython-38.pyc │ │ ├── evaluator.cpython-38.pyc │ │ └── sam.cpython-38.pyc │ ├── bypass_bn.py │ ├── convlstm.py │ ├── deep_audio_net.py │ ├── evaluator.py │ └── sam.py │ └── utils.py └── requirements.txt /.gitattributes: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PingCheng-Wei/DepressionEstimation/HEAD/.gitattributes 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