├── .gitattributes ├── .gitignore ├── .gitmodules ├── LICENSE ├── README.md ├── __init__.py ├── conda-environment_py36_cu11_ubuntu.yml ├── conda-environment_py38_cu11_ubuntu.yml ├── gdl ├── __init__.py ├── datasets │ ├── AfewVaDataModule.py │ ├── AffWild2Dataset.py │ ├── AffectNetAutoDataModule.py │ ├── AffectNetDataModule.py │ ├── CombinedDataModule.py │ ├── DecaDataModule.py │ ├── EmotioNetDataModule.py │ ├── EmotionalDataModule.py │ ├── EmotionalImageDataset.py │ ├── FaceAlignmentTools.py │ ├── FaceDataModuleBase.py │ ├── FaceVideoDataModule.py │ ├── IO.py │ ├── ImageDatasetHelpers.py │ ├── ImageTestDataset.py │ ├── UnsupervisedImageDataset.py │ ├── VideoFaceDetectionDataset.py │ ├── __init__.py │ └── dirty │ │ ├── HavenSet.py │ │ ├── MeshDataset.py │ │ ├── __init__.py │ │ └── coma_dataset.py ├── layers │ ├── AdaIN.py │ ├── ChebConvComa.py │ ├── Pool.py │ ├── __init__.py │ └── losses │ │ ├── AUNetLoss.py │ │ ├── ArcFace.py │ │ ├── BarlowTwins.py │ │ ├── DecaLosses.py │ │ ├── EmoNetLoss.py │ │ ├── EmonetLoader.py │ │ ├── FRNet.py │ │ ├── MediaPipeLandmarkLosses.py │ │ ├── Metrics.py │ │ ├── VGGLoss.py │ │ ├── __init__.py │ │ └── emotion_loss_loader.py ├── models │ ├── Coma.py │ ├── DECA.py │ ├── DecaDecoder.py │ ├── DecaEncoder.py │ ├── DecaFLAME.py │ ├── EmoCnnModule.py │ ├── EmoDECA.py │ ├── EmoMLP.py │ ├── EmoNetBlock.py │ ├── EmoNetModule.py │ ├── EmoNetRegressor.py │ ├── EmoSwinModule.py │ ├── EmotionMLP.py │ ├── EmotionRecognitionModuleBase.py │ ├── FLAME.py │ ├── IO.py │ ├── MLP.py │ ├── Renderer.py │ ├── ResNet.py │ ├── StarGAN.py │ ├── Swin.py │ ├── VGG.py │ ├── __init__.py │ ├── external │ │ ├── Deep3DFace.py │ │ ├── Emo3DDFA_V2.py │ │ ├── EmoDeep3DFace.py │ │ ├── Face_3DDFA_v2.py │ │ └── __init__.py │ └── temporal │ │ └── external │ │ └── LipReadingLoss.py ├── optimizers │ ├── LARS.py │ └── __init__.py ├── transforms │ ├── __init__.py │ ├── imgaug.py │ ├── keypoints.py │ └── normalize.py └── utils │ ├── DecaUtils.py │ ├── DeepSpeechConverter.py │ ├── FaceDetector.py │ ├── MediaPipeLandmarkDetector.py │ ├── MediaPipeLandmarkLists.py │ ├── SBRLandmarkDetector.py │ ├── __init__.py │ ├── condor.py │ ├── emotion_metrics.py │ ├── image.py │ ├── lbs.py │ ├── lightning_logging.py │ ├── loggers.py │ ├── mesh.py │ ├── mesh_operations.py │ ├── other.py │ ├── render.py │ └── video.py ├── gdl_apps ├── EMOCA │ ├── EMOCA_gif_sparse_det.gif │ ├── EMOCA_gif_sparse_det_rec.gif │ ├── EMOCA_gif_sparse_rec.gif │ ├── EMOCA_gif_sparse_rec_trans.gif │ ├── README.md │ ├── __init__.py │ ├── data │ │ ├── process_affectnet.py │ │ └── process_affectnet_mediapipe.py │ ├── demos │ │ ├── __init__.py │ │ ├── download_assets.sh │ │ ├── test_emoca_on_images.py │ │ └── test_emoca_on_video.py │ ├── emoca.png │ ├── emoca_conf │ │ ├── data │ │ │ ├── augmentations │ │ │ │ ├── default.yaml │ │ │ │ ├── default_with_resize.yaml │ │ │ │ └── none.yaml │ │ │ └── datasets │ │ │ │ ├── affectnet_cluster.yaml │ │ │ │ ├── affectnet_cluster_emonet.yaml │ │ │ │ ├── affectnet_cluster_emonet_cleaned.yaml │ │ │ │ ├── affectnet_desktop.yaml │ │ │ │ ├── affectnet_desktop_emonet.yaml │ │ │ │ ├── affectnet_desktop_emonet_cleaned.yaml │ │ │ │ ├── coarse_data_cluster.yaml │ │ │ │ ├── coarse_data_cluster_different_scaling.yaml │ │ │ │ ├── coarse_data_desktop.yaml │ │ │ │ ├── combo_decadetail_affectnet_cluster_emonet_cleaned.yaml │ │ │ │ ├── data_cluster.yaml │ │ │ │ ├── data_cluster_all.yaml │ │ │ │ ├── data_desktop.yaml │ │ │ │ ├── data_desktop_all.yaml │ │ │ │ ├── detail_data_cluster.yaml │ │ │ │ ├── detail_data_cluster_different_scaling.yaml │ │ │ │ ├── detail_data_desktop.yaml │ │ │ │ ├── emotionet_cluster.yaml │ │ │ │ ├── emotionet_desktop.yaml │ │ │ │ ├── pretrain_coarse_data_cluster.yaml │ │ │ │ └── pretrain_coarse_data_desktop.yaml │ │ ├── deca_finetune_coarse.yaml │ │ ├── deca_finetune_coarse_cluster.yaml │ │ ├── deca_finetune_coarse_emonet.yaml │ │ ├── deca_finetune_coarse_emonet_all.yaml │ │ ├── deca_finetune_detail.yaml │ │ ├── deca_finetune_detail_cluster.yaml │ │ ├── deca_finetune_detail_cluster_all.yaml │ │ ├── deca_finetune_detail_cluster_test.yaml │ │ ├── deca_finetune_detail_emonet.yaml │ │ ├── deca_train_coarse.yaml │ │ ├── deca_train_coarse_cluster.yaml │ │ ├── deca_train_coarse_emonet_cluster.yaml │ │ ├── deca_train_coarse_pretrain.yaml │ │ ├── deca_train_coarse_pretrain_cluster.yaml │ │ ├── deca_train_coarse_stargan.yaml │ │ ├── deca_train_coarse_stargan_cluster.yaml │ │ ├── deca_train_detail.yaml │ │ ├── deca_train_detail_cluster.yaml │ │ ├── deca_train_detail_emonet_cluster.yaml │ │ ├── deca_train_detail_stargan.yaml │ │ ├── deca_train_detail_stargan_cluster.yaml │ │ ├── inout │ │ │ ├── cluster.yaml │ │ │ └── desktop.yaml │ │ ├── learning │ │ │ ├── batching │ │ │ │ ├── four_gpu_coarse_32gb.yaml │ │ │ │ ├── four_gpu_coarse_80gb.yaml │ │ │ │ ├── four_gpu_coarse_pretrain_32gb.yaml │ │ │ │ ├── four_gpu_coarse_pretrain_80gb.yaml │ │ │ │ ├── four_gpu_detail_32gb.yaml │ │ │ │ ├── four_gpu_detail_80gb.yaml │ │ │ │ ├── minimal_size_coarse.yaml │ │ │ │ ├── minimal_size_detail.yaml │ │ │ │ ├── single_gpu_coarse.yaml │ │ │ │ ├── single_gpu_coarse_32gb.yaml │ │ │ │ ├── single_gpu_coarse_pretrain.yaml │ │ │ │ ├── single_gpu_coarse_pretrain_32gb.yaml │ │ │ │ ├── single_gpu_detail.yaml │ │ │ │ ├── single_gpu_detail_32gb.yaml │ │ │ │ ├── single_gpu_expdeca_coarse.yaml │ │ │ │ ├── single_gpu_expdeca_coarse_32gb.yaml │ │ │ │ ├── single_gpu_expdeca_coarse_ring.yaml │ │ │ │ ├── single_gpu_expdeca_detail.yaml │ │ │ │ ├── single_gpu_expdeca_detail_32gb.yaml │ │ │ │ ├── single_gpu_expdeca_detail_ring.yaml │ │ │ │ ├── two_gpu_coarse.yaml │ │ │ │ ├── two_gpu_coarse_32gb.yaml │ │ │ │ ├── two_gpu_coarse_80gb.yaml │ │ │ │ ├── two_gpu_coarse_pretrain_32gb.yaml │ │ │ │ ├── two_gpu_coarse_pretrain_80gb.yaml │ │ │ │ ├── two_gpu_detail.yaml │ │ │ │ ├── two_gpu_detail_32gb.yaml │ │ │ │ └── two_gpu_detail_80gb.yaml │ │ │ ├── callbacks │ │ │ │ ├── early_stopping.yaml │ │ │ │ └── none.yaml │ │ │ ├── logging │ │ │ │ ├── none.yaml │ │ │ │ └── wandb.yaml │ │ │ └── optimizer │ │ │ │ ├── adam.yaml │ │ │ │ ├── finetune_adam_coarse.yaml │ │ │ │ └── finetune_adam_detail_lower_lr.yaml │ │ └── model │ │ │ ├── additional │ │ │ ├── au_feature_loss.yaml │ │ │ ├── au_loss.yaml │ │ │ ├── au_loss_dual.yaml │ │ │ ├── au_loss_trainable.yaml │ │ │ ├── lipread_loss.yaml │ │ │ ├── vgg_loss.yaml │ │ │ └── vgg_metric.yaml │ │ │ ├── flame_tex │ │ │ ├── bfm.yaml │ │ │ ├── bfm_desktop.yaml │ │ │ └── flame.yaml │ │ │ ├── neural_rendering │ │ │ ├── none.yaml │ │ │ ├── stargan.yaml │ │ │ └── stargan_cluster.yaml │ │ │ ├── paths │ │ │ ├── cluster.yaml │ │ │ └── desktop.yaml │ │ │ ├── settings │ │ │ ├── 3ddfa.yaml │ │ │ ├── 3ddfa_resnet.yaml │ │ │ ├── coarse_pretrain.yaml │ │ │ ├── coarse_train.yaml │ │ │ ├── coarse_train_emonet.yaml │ │ │ ├── coarse_train_expdeca.yaml │ │ │ ├── coarse_train_expdeca_emomlp.yaml │ │ │ ├── coarse_train_expdeca_emonet.yaml │ │ │ ├── deep3dface.yaml │ │ │ ├── default_coarse.yaml │ │ │ ├── default_coarse_emonet.yaml │ │ │ ├── default_coarse_expdeca.yaml │ │ │ ├── default_coarse_expdeca_emonet.yaml │ │ │ ├── default_detail.yaml │ │ │ ├── default_detail_emonet.yaml │ │ │ ├── default_detail_expdeca.yaml │ │ │ ├── default_detail_expdeca_emonet.yaml │ │ │ ├── detail_train.yaml │ │ │ ├── detail_train_emonet.yaml │ │ │ ├── detail_train_emonet_nr.yaml │ │ │ ├── detail_train_expdeca.yaml │ │ │ ├── detail_train_expdeca_emomlp.yaml │ │ │ ├── detail_train_expdeca_emonet.yaml │ │ │ └── detail_train_nr.yaml │ │ │ └── sizes │ │ │ └── default.yaml │ ├── envs │ │ ├── conda-environment_py36_cu11_ubuntu.yml │ │ ├── deprecated │ │ │ ├── conda-environment_py36_cu10_cluster.yml │ │ │ ├── conda-environment_py36_cu10_ubuntu.yml │ │ │ ├── conda-environment_py36_cu11_cluster.yml │ │ │ └── conda-environment_py36_cu11_ubuntu_deprecated.yml │ │ └── requirements36.txt │ ├── evaluation │ │ ├── __init__.py │ │ ├── afew_va_test_new_split.py │ │ ├── affectnet_mturk.py │ │ ├── affectnet_mturk_origdeca.py │ │ ├── affectnet_mturk_other.py │ │ ├── affectnet_test_new_split.py │ │ ├── affectnet_validation.py │ │ ├── affectnet_validation_local.py │ │ ├── affectnet_validation_local_other.py │ │ ├── affectnet_validation_new_split.py │ │ ├── affectnet_validation_new_split_origdeca.py │ │ ├── now_benchmark.py │ │ ├── now_benchmark_local.py │ │ └── show_now_results.py │ ├── other │ │ ├── __init__.py │ │ ├── interactive_deca_decoder.ipynb │ │ ├── interactive_deca_decoder.py │ │ ├── optimize_latent_space.ipynb │ │ └── optimize_latent_space.py │ ├── training │ │ ├── __init__.py │ │ ├── emoca.yaml │ │ ├── resume_deca_training.py │ │ ├── resume_expdeca_training.py │ │ ├── resume_stardeca_training.py │ │ ├── test_and_finetune_deca.py │ │ ├── train_deca.py │ │ ├── train_deca_modular.py │ │ ├── train_expdeca.py │ │ └── train_stardeca.py │ └── utils │ │ ├── __init__.py │ │ ├── io.py │ │ ├── load.py │ │ ├── load_data.py │ │ └── package_model.py ├── EmotionRecognition │ ├── README.md │ ├── __init__.py │ ├── demos │ │ ├── download_assets.sh │ │ └── test_emotion_recognition_on_images.py │ ├── emodeca_conf │ │ ├── backbone_on_emotionet.yaml │ │ ├── data │ │ │ ├── augmentations │ │ │ │ ├── default.yaml │ │ │ │ ├── default_with_resize.yaml │ │ │ │ ├── default_without_jpeg.yaml │ │ │ │ └── none.yaml │ │ │ └── datasets │ │ │ │ ├── afew_va.yaml │ │ │ │ ├── affectnet_cluster.yaml │ │ │ │ ├── affectnet_cluster_emonet.yaml │ │ │ │ ├── affectnet_cluster_emonet_cleaned.yaml │ │ │ │ ├── affectnet_desktop.yaml │ │ │ │ ├── affectnet_desktop_emonet.yaml │ │ │ │ ├── affectnet_desktop_emonet_cleaned.yaml │ │ │ │ ├── affectnet_v1_cluster.yaml │ │ │ │ ├── affectnet_v1_desktop.yaml │ │ │ │ ├── emotionet_0_cluster.yaml │ │ │ │ ├── emotionet_0_desktop.yaml │ │ │ │ ├── emotionet_cluster.yaml │ │ │ │ └── emotionet_desktop.yaml │ │ ├── deep3dface.yaml │ │ ├── emo3ddfa_v2.yaml │ │ ├── emodeca_coarse.yaml │ │ ├── emodeca_coarse_cluster.yaml │ │ ├── emodeca_emonet_coarse.yaml │ │ ├── emoexpnet.yaml │ │ ├── emomgcnet.yaml │ │ ├── emonet.yaml │ │ ├── emonet_cluster.yaml │ │ ├── emoswin.yaml │ │ ├── inout │ │ │ ├── cluster.yaml │ │ │ └── desktop.yaml │ │ ├── learning │ │ │ ├── batching │ │ │ │ └── single_gpu_coarse.yaml │ │ │ ├── callbacks │ │ │ │ ├── early_stopping.yaml │ │ │ │ └── none.yaml │ │ │ ├── logging │ │ │ │ ├── none.yaml │ │ │ │ └── wandb.yaml │ │ │ ├── lr_scheduler │ │ │ │ ├── exponential.yaml │ │ │ │ └── reduce_on_plateau.yaml │ │ │ ├── optimizer │ │ │ │ ├── adabound.yaml │ │ │ │ └── adam.yaml │ │ │ └── training │ │ │ │ ├── default.yaml │ │ │ │ └── emotionet.yaml │ │ └── model │ │ │ ├── backbone │ │ │ ├── 3ddfa_v2.yaml │ │ │ ├── 3ddfa_v2_resnet.yaml │ │ │ ├── coarse_emodeca.yaml │ │ │ ├── coarse_emodeca_emonet.yaml │ │ │ ├── deep3dface.yaml │ │ │ ├── emonet.yaml │ │ │ ├── emonet_trainable.yaml │ │ │ ├── emonet_trainable_weighted_va.yaml │ │ │ ├── emonet_trainable_weighted_va_mse.yaml │ │ │ ├── expnet.yaml │ │ │ ├── mgcnet.yaml │ │ │ ├── resnet50.yaml │ │ │ ├── resnet50_cluster.yaml │ │ │ ├── swin.yaml │ │ │ ├── vgg13.yaml │ │ │ ├── vgg13_bn.yaml │ │ │ ├── vgg16.yaml │ │ │ ├── vgg16_bn.yaml │ │ │ ├── vgg19.yaml │ │ │ └── vgg19_bn.yaml │ │ │ └── settings │ │ │ ├── AU_emotionet.yaml │ │ │ ├── AU_emotionet_bce.yaml │ │ │ ├── AU_emotionet_bce_weighted.yaml │ │ │ ├── vae_affectnet.yaml │ │ │ ├── vae_emonet.yaml │ │ │ ├── vae_emonet_trainable.yaml │ │ │ ├── vae_weighted_va.yaml │ │ │ └── vae_weighted_va_mse.yaml │ ├── emotion_recognition.png │ ├── envs │ │ ├── conda-environment_py36_cu10_cluster.yml │ │ ├── conda-environment_py36_cu10_ubuntu.yml │ │ ├── conda-environment_py36_cu11_cluster.yml │ │ └── conda-environment_py36_cu11_ubuntu.yml │ ├── evaluation │ │ ├── __init__.py │ │ ├── affectnet_test_set_evaluation.py │ │ ├── compute_confusion_matrix.py │ │ └── out_folder.txt │ ├── other │ │ ├── __init__.py │ │ ├── affectnet_analysis.py │ │ ├── create_attribution_maps_affectnet.py │ │ ├── create_attribution_maps_emotionet.py │ │ ├── deca_dataset_analysis.py │ │ ├── emotion_retrieval.py │ │ ├── interpret.py │ │ ├── submit_affectnet_analysis.py │ │ ├── submit_deca_dataset_analysis.py │ │ ├── visualize_affectnet_hist.py │ │ └── visualize_va_hist.py │ ├── out_folder.txt │ ├── training │ │ ├── __init__.py │ │ ├── emoca_coarse.yaml │ │ ├── emoca_detail.yaml │ │ ├── out_folder.txt │ │ ├── resnet50.yaml │ │ ├── resume_emodeca_training.py │ │ ├── swin.yaml │ │ ├── train_deep3dface.py │ │ ├── train_emo3ddfa.py │ │ ├── train_emodeca.py │ │ └── train_emomlp.py │ └── utils │ │ ├── __init__.py │ │ ├── io.py │ │ ├── package_final_models.py │ │ ├── package_final_models_facerec.py │ │ └── package_model.py ├── __init__.py └── scripts │ ├── __init__.py │ ├── download_emotionnet.sh │ ├── emotion_net_2020_downloader.py │ ├── emotion_net_downloader.py │ └── sync_wand_logs.py ├── install.sh ├── install_38.sh ├── pull_submodules.sh ├── requirements36.txt ├── requirements38.txt └── setup.py /.gitattributes: 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