├── .dockerignore ├── .github └── workflows │ ├── check-formatting.yml │ ├── docker-image.yml │ └── docker-test.yml ├── .gitignore ├── .gitmodules ├── CITATIONS.bib ├── Dockerfile ├── LICENSE ├── README.md ├── cfg.py ├── cfg_models.py ├── data_reader.py ├── dataset.py ├── evaluate_model.py ├── formatting.sh ├── helper_code.py ├── images ├── cinc2022_poster.pdf ├── cinc2022_poster.svg ├── clf-se-resnet-lossA-vs-lossB.pdf ├── clf-se-resnet-lossA-vs-lossB.svg ├── compare_nn.pdf ├── compare_nn.svg ├── logo_buaa_math.jpg ├── logo_tmu.jpeg ├── mtl-se-resnet-lossA-vs-lossB.pdf ├── mtl-se-resnet-lossA-vs-lossB.svg ├── outcome_age_corr.pdf ├── outcome_age_corr.svg ├── outcome_murmur_corr.pdf ├── outcome_murmur_corr.svg ├── outcome_pregnancy_status_corr.pdf ├── outcome_pregnancy_status_corr.svg ├── outcome_sex_corr.pdf ├── outcome_sex_corr.svg ├── se-resnet-clf-vs-mtl.pdf ├── se-resnet-clf-vs-mtl.svg ├── tresnets-clf-vs-mtl.pdf └── tresnets-clf-vs-mtl.svg ├── inputs.py ├── models ├── __init__.py ├── crnn.py ├── heads.py ├── mlp.py ├── model_ml.py ├── seg.py └── wav2vec2.py ├── no-test.Dockerfile ├── outputs.py ├── plot_figures.ipynb ├── requirements-docker.txt ├── requirements-no-torch.txt ├── requirements.txt ├── results ├── OfficialPhase ├── TorchECG_08-05_00-10_task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-05_00-10_task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-05_16-05_task-classification_Wav2Vec2_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-05_16-05_task-classification_Wav2Vec2_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-05_17-06_task-classification_Wav2Vec2_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-05_17-06_task-classification_Wav2Vec2_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-06_10-36_task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-06_10-36_task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-07_02-14_task-classification_HFWav2Vec2_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-07_02-14_task-classification_HFWav2Vec2_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-08_18-14_OutcomeGridSearch.csv ├── TorchECG_08-08_18-14_OutcomeGridSearch.txt ├── TorchECG_08-09_22-15_task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-09_22-15_task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-10_00-50_task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-10_00-50_task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-10_15-35_task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-10_15-35_task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-10_23-07_task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-10_23-07_task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-11_00-55_task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-11_00-55_task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-11_06-20_task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-11_06-20_task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-11_10-29_task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-11_10-29_task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-11_11-35_task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-11_11-35_task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-11_12-31_task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-11_12-31_task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-11_14-32_task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-11_14-32_task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-12_15-59_task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-12_15-59_task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-12_23-33_task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-12_23-33_task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-13_02-07_task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-13_02-07_task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-13_17-38_task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-13_17-38_task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-14_12-30_task-multi_task_HFWav2Vec2_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-14_12-30_task-multi_task_HFWav2Vec2_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-14_14-02_task-classification_HFWav2Vec2_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-14_14-02_task-classification_HFWav2Vec2_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── TorchECG_08-14_15-26_task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.csv ├── TorchECG_08-14_15-26_task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24.txt ├── events.out.tfevents.1659629427.outGPU2task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1659686757.outGPU2task-classification_Wav2Vec2_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1659690418.outGPU2task-classification_Wav2Vec2_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1659753412.outGPU2task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1659809643.outGPU2task-classification_HFWav2Vec2_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1660054513.outGPU2task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1660063837.outGPU2task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1660116908.outGPU2task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1660144051.outGPU2task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1660150523.outGPU2task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1660170046.outGPU2task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1660184940.outGPU2task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1660188906.outGPU2task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1660192294.outGPU2task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1660199533.outGPU2task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1660291186.outGPU2task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1660318435.outGPU2task-classification_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1660327636.outGPU2task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1660383510.outGPU2task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1660451452.outGPU2task-multi_task_HFWav2Vec2_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1660456953.outGPU2task-classification_HFWav2Vec2_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 ├── events.out.tfevents.1660462008.outGPU2task-multi_task_CRNN_CINC2022_adamw_amsgrad_LR_0.0005_BS_24 └── final_scores.xlsx ├── run_model.py ├── sync_official.py ├── team_code.py ├── test_docker.py ├── test_local.py ├── train_model.py ├── train_models.ipynb ├── trainer.py ├── utils ├── HeartMurmur.md ├── __init__.py ├── _final_results.py ├── _transforms.py ├── augmentations.py ├── plot.py ├── schmidt_heart_rate.py ├── schmidt_spike_removal.py ├── scoring_metrics.py ├── springer_dwt.py ├── springer_features.py ├── test_ratio_20.json ├── test_ratio_20_unofficial_phase.json ├── train_ratio_80.json ├── train_ratio_80_unofficial_phase.json └── transforms.py ├── wav2vec2_hf ├── README.md ├── __init__.py ├── pretraining.py ├── pretraining_cfg.py ├── pretraining_data.py ├── pretraining_models.py └── utils.py └── wav2vec2_ta ├── __init__.py ├── components.py ├── model.py └── utils ├── __init__.py ├── import_fairseq.py └── import_huggingface.py /.dockerignore: -------------------------------------------------------------------------------- 1 | images 2 | results 3 | .github 4 | 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