├── .DS_Store ├── LICENSE ├── README.md ├── end-to-end ├── .DS_Store ├── .idea │ ├── .gitignore │ ├── deployment.xml │ ├── inspectionProfiles │ │ └── profiles_settings.xml │ ├── misc.xml │ ├── modules.xml │ └── multimodal-emotion-recognition-AV-RAVDESS.iml ├── Feature_map[fusion].t ├── Readme.txt ├── Target_map.t ├── dataset.py ├── datasets │ ├── Readme.txt │ └── ravdess.py ├── do_train_test_val │ ├── __init__.py │ ├── draw_tsne.py │ ├── test.py │ ├── train.py │ └── validation.py ├── main.py ├── model.py ├── models │ ├── ALBEF.py │ ├── WavLM.py │ ├── efficientface.py │ ├── effientface.py │ ├── modulator.py │ ├── multimodalcnn.py │ └── transformer_timm.py ├── opts.py ├── param_count.py ├── pretrain_EfficientFace_Trained_on_AffectNet7 │ └── EfficientFace_Trained_on_AffectNet7.pth.tar ├── ravdess_preprocessing │ ├── Readme.txt │ ├── annotations.txt │ ├── create_annotations.py │ ├── extract_audios.py │ ├── extract_faces.py │ ├── processed.txt │ └── test_extract_faces.py ├── requirements.txt ├── result │ ├── RAVDESS_multimodalcnn_15_best0.pth │ ├── readme.txt │ ├── test0.log │ ├── train0.log │ ├── train_batch0.log │ └── 运行记录Wed Aug 23 02:36:29 2023.log ├── test_dataset.py ├── transforms.py └── utils.py └── non-end-to-end ├── .DS_Store ├── data ├── .DS_Store ├── error_analysis │ ├── Fusion │ │ ├── 0_cm.png │ │ ├── 1_cm.png │ │ ├── 2_cm.png │ │ ├── 3_cm.png │ │ ├── 4_cm.png │ │ └── avg_cm.png │ ├── avgMLP80 │ │ ├── 0_cm.png │ │ ├── 1_cm.png │ │ ├── 2_cm.png │ │ ├── 3_cm.png │ │ ├── 4_cm.png │ │ └── avg_cm.png │ ├── biLSTMAtt │ │ ├── 1_cm.png │ │ ├── 2_cm.png │ │ ├── 3_cm.png │ │ ├── 4_cm.png │ │ ├── 5_cm.png │ │ └── avg_cm.png │ └── wav2vec │ │ ├── 0_cm.png │ │ ├── 1_cm.png │ │ ├── 2_cm.png │ │ ├── 3_cm.png │ │ ├── 4_cm.png │ │ └── avg_cm.png ├── posteriors │ ├── .DS_Store │ ├── AUs_biLSTM_6213 │ │ └── posteriorsv2 │ │ │ ├── RAVDESS_AUs-train--fold_1_outof_5-featAttention.csv │ │ │ ├── RAVDESS_AUs-train--fold_1_outof_5-posteriors.csv │ │ │ ├── RAVDESS_AUs-train--fold_1_outof_5-predictions.csv │ │ │ ├── RAVDESS_AUs-train--fold_1_outof_5.csv │ │ │ ├── RAVDESS_AUs-train--fold_2_outof_5-featAttention.csv │ │ │ ├── RAVDESS_AUs-train--fold_2_outof_5-posteriors.csv │ │ │ ├── RAVDESS_AUs-train--fold_2_outof_5-predictions.csv │ │ │ ├── RAVDESS_AUs-train--fold_2_outof_5.csv │ │ │ ├── RAVDESS_AUs-train--fold_3_outof_5-featAttention.csv │ │ │ ├── RAVDESS_AUs-train--fold_3_outof_5-posteriors.csv │ │ │ ├── RAVDESS_AUs-train--fold_3_outof_5-predictions.csv │ │ │ ├── RAVDESS_AUs-train--fold_3_outof_5.csv │ │ │ ├── RAVDESS_AUs-train--fold_4_outof_5-featAttention.csv │ │ │ ├── RAVDESS_AUs-train--fold_4_outof_5-posteriors.csv │ │ │ ├── RAVDESS_AUs-train--fold_4_outof_5-predictions.csv │ │ │ ├── RAVDESS_AUs-train--fold_4_outof_5.csv │ │ │ ├── RAVDESS_AUs-train--fold_5_outof_5-featAttention.csv │ │ │ ├── RAVDESS_AUs-train--fold_5_outof_5-posteriors.csv │ │ │ ├── RAVDESS_AUs-train--fold_5_outof_5-predictions.csv │ │ │ ├── RAVDESS_AUs-train--fold_5_outof_5.csv │ │ │ ├── RAVDESS_AUs-val--fold_1_outof_5-featAttention.csv │ │ │ ├── RAVDESS_AUs-val--fold_1_outof_5-posteriors.csv │ │ │ ├── RAVDESS_AUs-val--fold_1_outof_5-predictions.csv │ │ │ ├── RAVDESS_AUs-val--fold_1_outof_5.csv │ │ │ ├── RAVDESS_AUs-val--fold_2_outof_5-featAttention.csv │ │ │ ├── RAVDESS_AUs-val--fold_2_outof_5-posteriors.csv │ │ │ ├── RAVDESS_AUs-val--fold_2_outof_5-predictions.csv │ │ │ ├── RAVDESS_AUs-val--fold_2_outof_5.csv │ │ │ ├── RAVDESS_AUs-val--fold_3_outof_5-featAttention.csv │ │ │ ├── RAVDESS_AUs-val--fold_3_outof_5-posteriors.csv │ │ │ ├── RAVDESS_AUs-val--fold_3_outof_5-predictions.csv │ │ │ ├── RAVDESS_AUs-val--fold_3_outof_5.csv │ │ │ ├── RAVDESS_AUs-val--fold_4_outof_5-featAttention.csv │ │ │ ├── RAVDESS_AUs-val--fold_4_outof_5-posteriors.csv │ │ │ ├── RAVDESS_AUs-val--fold_4_outof_5-predictions.csv │ │ │ ├── RAVDESS_AUs-val--fold_4_outof_5.csv │ │ │ ├── RAVDESS_AUs-val--fold_5_outof_5-featAttention.csv │ │ │ ├── RAVDESS_AUs-val--fold_5_outof_5-posteriors.csv │ │ │ ├── RAVDESS_AUs-val--fold_5_outof_5-predictions.csv │ │ │ └── RAVDESS_AUs-val--fold_5_outof_5.csv │ ├── Fusion │ │ └── posteriors │ │ │ ├── test_fold0.csv │ │ │ ├── test_fold1.csv │ │ │ ├── test_fold2.csv │ │ │ ├── test_fold3.csv │ │ │ ├── test_fold4.csv │ │ │ ├── train_fold0.csv │ │ │ ├── train_fold1.csv │ │ │ ├── train_fold2.csv │ │ │ ├── train_fold3.csv │ │ │ └── train_fold4.csv │ ├── avg_MLP80_AUs │ │ └── posteriors │ │ │ ├── test_fold0.csv │ │ │ ├── test_fold1.csv │ │ │ ├── test_fold2.csv │ │ │ ├── test_fold3.csv │ │ │ ├── test_fold4.csv │ │ │ ├── train_fold0.csv │ │ │ ├── train_fold1.csv │ │ │ ├── train_fold2.csv │ │ │ ├── train_fold3.csv │ │ │ └── train_fold4.csv │ └── wav2Vec │ │ └── posteriors │ │ └── 20211020_094500 │ │ ├── fold0 │ │ ├── posteriors_test.csv │ │ └── posteriors_train.csv │ │ ├── fold1 │ │ ├── posteriors_test.csv │ │ └── posteriors_train.csv │ │ ├── fold2 │ │ ├── posteriors_test.csv │ │ └── posteriors_train.csv │ │ ├── fold3 │ │ ├── posteriors_test.csv │ │ └── posteriors_train.csv │ │ └── fold4 │ │ ├── posteriors_test.csv │ │ └── posteriors_train.csv ├── ravdess_videos.csv ├── resources │ └── imgs │ │ ├── FacialEmotionRecog.png │ │ ├── FusionArquitecture.png │ │ ├── SpeechArquitecture.png │ │ ├── fusionResults.png │ │ ├── resultsFER.png │ │ └── resultsSER.png └── trainingData │ ├── AUs_biLSTM_6213 │ └── data │ │ └── RAVDESS_AUs │ │ ├── complete_dataset_5CV.txt │ │ ├── training-fold_1_outof_5.txt │ │ ├── training-fold_2_outof_5.txt │ │ ├── training-fold_3_outof_5.txt │ │ ├── training-fold_4_outof_5.txt │ │ ├── training-fold_5_outof_5.txt │ │ ├── validation-fold_1_outof_5.txt │ │ ├── validation-fold_2_outof_5.txt │ │ ├── validation-fold_3_outof_5.txt │ │ ├── validation-fold_4_outof_5.txt │ │ └── validation-fold_5_outof_5.txt │ ├── avg_MLP80_AUs │ └── data_AUs_avg │ │ └── df_average_AUs_total.csv │ ├── avg_MLP80_Audio │ └── data │ │ └── avg_embs_512.csv │ └── wav2Vec │ └── data │ └── 20211020_094500 │ ├── fold0 │ ├── test.csv │ └── train.csv │ ├── fold1 │ ├── test.csv │ └── train.csv │ ├── fold2 │ ├── test.csv │ └── train.csv │ ├── fold3 │ ├── test.csv │ └── train.csv │ └── fold4 │ ├── test.csv │ └── train.csv └── src ├── .DS_Store ├── Audio ├── .DS_Store ├── FeatureExtractionWav2Vec │ ├── FeatureExtractor.py │ └── FeatureTraining.py ├── FineTuningWav2Vec │ ├── CTCTrainer.py │ ├── DataCollatorCTCWithPadding.py │ ├── FinalEvaluation.py │ ├── Wav2VecAuxClasses.py │ ├── Wav2VecEval.py │ └── main_FineTuneWav2Vec_CV.py └── preProcessing │ └── process_audio.py ├── Fusion ├── .DS_Store ├── FusionTraining2.py └── model │ └── transformer_timm.py ├── Video ├── .DS_Store ├── OpenFace │ └── AUsFeatureExtractor.py └── models │ ├── sequenceLearning │ ├── README_AUS.md │ ├── __init__.py │ ├── conf │ │ ├── RAVDESS_AUs.json │ │ └── RAVDESS_AUs_posteriors.json │ ├── dataloaders │ │ ├── dataloaders.py │ │ ├── datasets.py │ │ └── label_transformers.py │ ├── datasets │ │ └── RAVDESS_AUs │ │ │ ├── complete_dataset_5CV.txt │ │ │ ├── training-fold_1_outof_5.txt │ │ │ ├── training-fold_2_outof_5.txt │ │ │ ├── training-fold_3_outof_5.txt │ │ │ ├── training-fold_4_outof_5.txt │ │ │ ├── training-fold_5_outof_5.txt │ │ │ ├── validation-fold_1_outof_5.txt │ │ │ ├── validation-fold_2_outof_5.txt │ │ │ ├── validation-fold_3_outof_5.txt │ │ │ ├── validation-fold_4_outof_5.txt │ │ │ └── validation-fold_5_outof_5.txt │ ├── environment.py │ ├── frontend │ │ └── RAVDESS_AUs │ │ │ └── frontend_ravdess_5CV.py │ ├── logger │ │ ├── metrics.py │ │ ├── prediction.py │ │ └── training.py │ ├── nn │ │ ├── models.py │ │ └── modules.py │ ├── utils │ │ ├── args_utils.py │ │ ├── load_utils.py │ │ ├── prediction.py │ │ ├── preprocessors.py │ │ └── training.py │ └── workflow │ │ ├── run.py │ │ ├── setup.py │ │ └── trainer.py │ └── staticModels │ ├── FeatureTrainingAUs.py │ └── __init__.py └── utils ├── args_utils.py ├── image_utils.py ├── plot_AUs.py └── plotcm.py /.DS_Store: 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