├── DOA ├── DOA1.ipynb ├── DOA4.ipynb ├── DOA5.ipynb ├── DOA6.ipynb ├── DOA_Graph.ipynb ├── DOA_graphs │ ├── Accuracy vs DOA (SNR - 0dB).png │ ├── Accuracy vs DOA (SNR - 30dB).png │ ├── Accuracy vs SNR (DOA - 3).png │ ├── Accuracy vs SNR (DOA - 6).png │ ├── MAE vs DOA (SNR - 0dB).png │ ├── MAE vs DOA (SNR - 30dB).png │ ├── MAE vs DOA (SNR - 30dB)_DL_only.png │ ├── MAE vs SNR (DOA - 3).png │ └── MAE vs SNR (DOA - 6).png ├── NS │ ├── 100 │ │ ├── Copy of DOA7_NS_100 │ │ ├── DOA4_NS_100 │ │ └── DOA7_NS_100 │ ├── .DS_Store │ ├── CNN.ipynb │ ├── dataloader_book.ipynb │ ├── resnet34.py │ ├── saved │ │ ├── 100 │ │ │ ├── .DS_Store │ │ │ ├── test_dataset_list_label_2.npy │ │ │ └── train_dataset_list_label_2.npy │ │ └── .DS_Store │ └── train ├── Read_Paper │ ├── 2015_A LEARNING-BASED APPROACH TO DIRECTION OF ARRIVAL ESTIMATION.pdf │ ├── 2017_BROADBAND DOA ESTIMATION USING CONVOLUTIONAL NEURAL NETWORKS.pdf │ ├── 2018_DOA Estimation for Multiple Sound Sources Using Conv RNN.pdf │ ├── 2018_Multi-Speaker_DOA_Estimation.pdf │ ├── 2019_PERFORMANCE ADVANTAGES OF DEEP NEURAL NETWORKS FOR ANGLE OF ARRIVAL ESTIMATION.pdf │ ├── A-CRNN-Based Method for Coherent DOA.pdf │ ├── DOA Estimation of Two Targets.pdf │ └── Deep Autoencoders for DOA Estimation of.pdf ├── SNS │ ├── .DS_Store │ ├── 200_SNS.ipynb │ ├── 200_SNS_1.ipynb │ ├── 200_SNS_7_3.ipynb │ ├── 300_SNS.ipynb │ ├── 300_SNS_1.ipynb │ └── DOA_400.ipynb ├── Script │ ├── .DS_Store │ ├── 4doa │ │ ├── .DS_Store │ │ ├── AttRCNN_UNet.py │ │ ├── __pycache__ │ │ │ └── auto.cpython-37.pyc │ │ ├── auto.py │ │ ├── autoencoder.py │ │ ├── bokeh_plot.png │ │ ├── dataloader.py │ │ ├── train.py │ │ ├── unet_wieghts.pth │ │ └── wandb │ │ │ ├── debug-internal.log │ │ │ ├── debug.log │ │ │ ├── latest-run │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-3ryiv2at.wandb │ │ │ ├── run-20210124_070436-hfvp5k97 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-hfvp5k97.wandb │ │ │ └── run-20210124_070613-3ryiv2at │ │ │ ├── files │ │ │ ├── config.yaml │ │ │ ├── output.log │ │ │ ├── requirements.txt │ │ │ ├── wandb-metadata.json │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ ├── debug-internal.log │ │ │ └── debug.log │ │ │ └── run-3ryiv2at.wandb │ ├── MVCNN │ │ ├── AttRCNN_UNet.py │ │ ├── SNR_50000_dropout.pth │ │ ├── SNR_NS_50_2000_2.mat │ │ ├── __pycache__ │ │ │ ├── AttRCNN_UNet.cpython-37.pyc │ │ │ ├── auto.cpython-37.pyc │ │ │ ├── classifier.cpython-37.pyc │ │ │ ├── cnn1.cpython-37.pyc │ │ │ └── dataloader.cpython-37.pyc │ │ ├── autoencoder.py │ │ ├── classifier.py │ │ ├── cnn1.py │ │ ├── dataloader.py │ │ ├── pretraining.py │ │ ├── test.py │ │ ├── train.py │ │ └── wandb │ │ │ ├── debug-internal.log │ │ │ ├── debug.log │ │ │ ├── latest-run │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-2s0didpk.wandb │ │ │ ├── run-20210201_005942-8weu3ale │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-8weu3ale.wandb │ │ │ ├── run-20210201_160655-1siquj0b │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-1siquj0b.wandb │ │ │ ├── run-20210201_231552-57bdhx96 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-57bdhx96.wandb │ │ │ ├── run-20210201_232346-1rbyp9c1 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-1rbyp9c1.wandb │ │ │ ├── run-20210202_000825-1k1lp0y8 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-1k1lp0y8.wandb │ │ │ ├── run-20210202_025549-22k2jhj6 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-22k2jhj6.wandb │ │ │ ├── run-20210205_200646-3293qbe5 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-3293qbe5.wandb │ │ │ ├── run-20210205_200953-3dom21mj │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-3dom21mj.wandb │ │ │ ├── run-20210205_221957-1zpknqnc │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-1zpknqnc.wandb │ │ │ ├── run-20210205_222341-32xtvpoc │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-32xtvpoc.wandb │ │ │ ├── run-20210205_223341-3n1eavkt │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-3n1eavkt.wandb │ │ │ ├── run-20210206_023045-2ptkxk5v │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-2ptkxk5v.wandb │ │ │ ├── run-20210206_045813-pp8yojxe │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-pp8yojxe.wandb │ │ │ └── run-20210206_054931-2s0didpk │ │ │ ├── files │ │ │ ├── config.yaml │ │ │ ├── output.log │ │ │ ├── requirements.txt │ │ │ ├── wandb-metadata.json │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ ├── debug-internal.log │ │ │ └── debug.log │ │ │ └── run-2s0didpk.wandb │ ├── cnn │ │ ├── .DS_Store │ │ ├── __pycache__ │ │ │ └── auto.cpython-37.pyc │ │ ├── auto.py │ │ ├── train.py │ │ └── wandb │ │ │ ├── debug-internal.log │ │ │ ├── debug.log │ │ │ ├── latest-run │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-6jw4u3z5.wandb │ │ │ ├── run-20210121_205924-uc9jkchr │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-uc9jkchr.wandb │ │ │ ├── run-20210122_050119-2v7lh79u │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-2v7lh79u.wandb │ │ │ ├── run-20210122_202848-469ujc23 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-469ujc23.wandb │ │ │ ├── run-20210123_092936-1m35gywk │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-1m35gywk.wandb │ │ │ ├── run-20210123_093050-3hv5ok8i │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-3hv5ok8i.wandb │ │ │ ├── run-20210123_172250-1hljbxl8 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-1hljbxl8.wandb │ │ │ ├── run-20210123_173434-1myqt6hb │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-1myqt6hb.wandb │ │ │ ├── run-20210123_174049-amphabzz │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-amphabzz.wandb │ │ │ ├── run-20210123_174620-126lpf0b │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-126lpf0b.wandb │ │ │ ├── run-20210123_175035-vg312fn4 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-vg312fn4.wandb │ │ │ ├── run-20210123_235606-3ce960ib │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-3ce960ib.wandb │ │ │ ├── run-20210124_171107-1zc5uvqy │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-1zc5uvqy.wandb │ │ │ ├── run-20210124_171153-qgak79fy │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-qgak79fy.wandb │ │ │ ├── run-20210124_171318-1iuj3rxr │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-1iuj3rxr.wandb │ │ │ ├── run-20210124_171350-xwks4za6 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-xwks4za6.wandb │ │ │ ├── run-20210124_171445-23wpnzm4 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-23wpnzm4.wandb │ │ │ ├── run-20210124_172812-3j4egl10 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-3j4egl10.wandb │ │ │ ├── run-20210125_003634-kjfkc2pv │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-kjfkc2pv.wandb │ │ │ ├── run-20210125_030542-3e36sjbi │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-3e36sjbi.wandb │ │ │ └── run-20210125_144958-6jw4u3z5 │ │ │ ├── files │ │ │ ├── config.yaml │ │ │ ├── output.log │ │ │ ├── requirements.txt │ │ │ ├── wandb-metadata.json │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ ├── debug-internal.log │ │ │ └── debug.log │ │ │ └── run-6jw4u3z5.wandb │ ├── doa1 │ │ ├── 100 │ │ │ ├── .ipynb_checkpoints │ │ │ │ ├── DOA1_100-checkpoint.ipynb │ │ │ │ ├── DOA1_200-checkpoint.ipynb │ │ │ │ ├── DOA1_300-checkpoint.ipynb │ │ │ │ ├── DOA2_100-checkpoint.ipynb │ │ │ │ ├── DOA3_100-checkpoint.ipynb │ │ │ │ └── DOA4_100-checkpoint.ipynb │ │ │ ├── DOA1_100.ipynb │ │ │ ├── DOA1_200.ipynb │ │ │ ├── DOA1_300.ipynb │ │ │ ├── DOA2_100.ipynb │ │ │ ├── DOA3_100.ipynb │ │ │ └── DOA4_100.ipynb │ │ ├── .ipynb_checkpoints │ │ │ ├── 8_coveNet-checkpoint.png │ │ │ ├── CNN-checkpoint.ipynb │ │ │ ├── DOA1-checkpoint.ipynb │ │ │ ├── DOA2-checkpoint.ipynb │ │ │ ├── DOA3-checkpoint.ipynb │ │ │ ├── DOA3_resnet34-checkpoint.png │ │ │ ├── SNS_200-checkpoint.ipynb │ │ │ ├── SNS_200_1-checkpoint.ipynb │ │ │ ├── UNET-checkpoint.ipynb │ │ │ ├── Untitled-checkpoint.ipynb │ │ │ ├── auto-checkpoint.py │ │ │ ├── cnn1-checkpoint.py │ │ │ ├── dataloader-checkpoint.py │ │ │ ├── doa_400-checkpoint.ipynb │ │ │ ├── pretraining-checkpoint.py │ │ │ ├── radioMLusingPyTorch-checkpoint.ipynb │ │ │ ├── resnet34-checkpoint.py │ │ │ ├── train-checkpoint.csv │ │ │ └── validation-checkpoint.ipynb │ │ ├── 100_NS │ │ │ ├── .ipynb_checkpoints │ │ │ │ ├── DOA3_100-checkpoint.ipynb │ │ │ │ └── Untitled-checkpoint.ipynb │ │ │ ├── DOA3_100.ipynb │ │ │ └── Untitled.ipynb │ │ ├── 300_SNS │ │ │ ├── .ipynb_checkpoints │ │ │ │ ├── SNS_300-checkpoint.ipynb │ │ │ │ ├── SNS_300_1-checkpoint.ipynb │ │ │ │ └── Untitled-checkpoint.ipynb │ │ │ ├── SNS_300.ipynb │ │ │ ├── SNS_300_1.ipynb │ │ │ └── Untitled.ipynb │ │ ├── 8_coveNet.png │ │ ├── 8_coveNet_1.png │ │ ├── 8_resnet34.png │ │ ├── CNN.ipynb │ │ ├── DOA1.ipynb │ │ ├── DOA2.ipynb │ │ ├── DOA3.ipynb │ │ ├── DOA3_resnet34.png │ │ ├── NS_100 │ │ │ ├── .ipynb_checkpoints │ │ │ │ └── NS_100_6-checkpoint.ipynb │ │ │ └── NS_100_6.ipynb │ │ ├── RadioML │ │ │ ├── .ipynb_checkpoints │ │ │ │ └── radioMLusingPyTorch-checkpoint.ipynb │ │ │ └── radioMLusingPyTorch.ipynb │ │ ├── SNS_200.ipynb │ │ ├── SNS_200_1.ipynb │ │ ├── UNET.ipynb │ │ ├── Untitled.ipynb │ │ ├── __pycache__ │ │ │ ├── AttRCNN_UNet.cpython-37.pyc │ │ │ ├── auto.cpython-37.pyc │ │ │ ├── cnn1.cpython-37.pyc │ │ │ ├── dataloader.cpython-37.pyc │ │ │ ├── resnet34.cpython-37.pyc │ │ │ └── resnext.cpython-37.pyc │ │ ├── cnn1.py │ │ ├── doa_400.ipynb │ │ ├── files │ │ │ ├── .ipynb_checkpoints │ │ │ │ ├── AttRCNN_UNet-checkpoint.py │ │ │ │ ├── auto-checkpoint.py │ │ │ │ ├── autoencoder-checkpoint.py │ │ │ │ ├── cnn1-checkpoint.py │ │ │ │ ├── pretraining-checkpoint.py │ │ │ │ ├── resnet34-checkpoint.py │ │ │ │ └── train-checkpoint.py │ │ │ ├── AttRCNN_UNet.py │ │ │ ├── auto.py │ │ │ ├── autoencoder.py │ │ │ ├── cnn1.py │ │ │ ├── dataloader.py │ │ │ ├── pretraining.py │ │ │ ├── resnet34.py │ │ │ ├── resnext.py │ │ │ ├── train.py │ │ │ └── unet.py │ │ ├── pytorch_metric_learning │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ └── __init__.cpython-37.pyc │ │ │ ├── distances │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-37.pyc │ │ │ │ │ ├── base_distance.cpython-37.pyc │ │ │ │ │ ├── cosine_similarity.cpython-37.pyc │ │ │ │ │ ├── dot_product_similarity.cpython-37.pyc │ │ │ │ │ ├── lp_distance.cpython-37.pyc │ │ │ │ │ └── snr_distance.cpython-37.pyc │ │ │ │ ├── base_distance.py │ │ │ │ ├── cosine_similarity.py │ │ │ │ ├── dot_product_similarity.py │ │ │ │ ├── lp_distance.py │ │ │ │ └── snr_distance.py │ │ │ ├── losses │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-37.pyc │ │ │ │ │ ├── angular_loss.cpython-37.pyc │ │ │ │ │ ├── arcface_loss.cpython-37.pyc │ │ │ │ │ ├── base_metric_loss_function.cpython-37.pyc │ │ │ │ │ ├── circle_loss.cpython-37.pyc │ │ │ │ │ ├── contrastive_loss.cpython-37.pyc │ │ │ │ │ ├── cosface_loss.cpython-37.pyc │ │ │ │ │ ├── cross_batch_memory.cpython-37.pyc │ │ │ │ │ ├── fast_ap_loss.cpython-37.pyc │ │ │ │ │ ├── generic_pair_loss.cpython-37.pyc │ │ │ │ │ ├── intra_pair_variance_loss.cpython-37.pyc │ │ │ │ │ ├── large_margin_softmax_loss.cpython-37.pyc │ │ │ │ │ ├── lifted_structure_loss.cpython-37.pyc │ │ │ │ │ ├── margin_loss.cpython-37.pyc │ │ │ │ │ ├── mixins.cpython-37.pyc │ │ │ │ │ ├── multi_similarity_loss.cpython-37.pyc │ │ │ │ │ ├── n_pairs_loss.cpython-37.pyc │ │ │ │ │ ├── nca_loss.cpython-37.pyc │ │ │ │ │ ├── normalized_softmax_loss.cpython-37.pyc │ │ │ │ │ ├── ntxent_loss.cpython-37.pyc │ │ │ │ │ ├── proxy_anchor_loss.cpython-37.pyc │ │ │ │ │ ├── proxy_losses.cpython-37.pyc │ │ │ │ │ ├── signal_to_noise_ratio_losses.cpython-37.pyc │ │ │ │ │ ├── soft_triple_loss.cpython-37.pyc │ │ │ │ │ ├── sphereface_loss.cpython-37.pyc │ │ │ │ │ ├── triplet_margin_loss.cpython-37.pyc │ │ │ │ │ └── tuplet_margin_loss.cpython-37.pyc │ │ │ │ ├── angular_loss.py │ │ │ │ ├── arcface_loss.py │ │ │ │ ├── base_metric_loss_function.py │ │ │ │ ├── circle_loss.py │ │ │ │ ├── contrastive_loss.py │ │ │ │ ├── cosface_loss.py │ │ │ │ ├── cross_batch_memory.py │ │ │ │ ├── fast_ap_loss.py │ │ │ │ ├── generic_pair_loss.py │ │ │ │ ├── intra_pair_variance_loss.py │ │ │ │ ├── large_margin_softmax_loss.py │ │ │ │ ├── lifted_structure_loss.py │ │ │ │ ├── margin_loss.py │ │ │ │ ├── mixins.py │ │ │ │ ├── multi_similarity_loss.py │ │ │ │ ├── n_pairs_loss.py │ │ │ │ ├── nca_loss.py │ │ │ │ ├── normalized_softmax_loss.py │ │ │ │ ├── ntxent_loss.py │ │ │ │ ├── proxy_anchor_loss.py │ │ │ │ ├── proxy_losses.py │ │ │ │ ├── signal_to_noise_ratio_losses.py │ │ │ │ ├── soft_triple_loss.py │ │ │ │ ├── sphereface_loss.py │ │ │ │ ├── triplet_margin_loss.py │ │ │ │ └── tuplet_margin_loss.py │ │ │ ├── miners │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-37.pyc │ │ │ │ │ ├── angular_miner.cpython-37.pyc │ │ │ │ │ ├── base_miner.cpython-37.pyc │ │ │ │ │ ├── batch_easy_hard_miner.cpython-37.pyc │ │ │ │ │ ├── batch_hard_miner.cpython-37.pyc │ │ │ │ │ ├── distance_weighted_miner.cpython-37.pyc │ │ │ │ │ ├── embeddings_already_packaged_as_triplets.cpython-37.pyc │ │ │ │ │ ├── hdc_miner.cpython-37.pyc │ │ │ │ │ ├── maximum_loss_miner.cpython-37.pyc │ │ │ │ │ ├── multi_similarity_miner.cpython-37.pyc │ │ │ │ │ ├── pair_margin_miner.cpython-37.pyc │ │ │ │ │ ├── triplet_margin_miner.cpython-37.pyc │ │ │ │ │ └── uniform_histogram_miner.cpython-37.pyc │ │ │ │ ├── angular_miner.py │ │ │ │ ├── base_miner.py │ │ │ │ ├── batch_easy_hard_miner.py │ │ │ │ ├── batch_hard_miner.py │ │ │ │ ├── distance_weighted_miner.py │ │ │ │ ├── embeddings_already_packaged_as_triplets.py │ │ │ │ ├── hdc_miner.py │ │ │ │ ├── maximum_loss_miner.py │ │ │ │ ├── multi_similarity_miner.py │ │ │ │ ├── pair_margin_miner.py │ │ │ │ ├── triplet_margin_miner.py │ │ │ │ └── uniform_histogram_miner.py │ │ │ ├── reducers │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-37.pyc │ │ │ │ │ ├── avg_non_zero_reducer.cpython-37.pyc │ │ │ │ │ ├── base_reducer.cpython-37.pyc │ │ │ │ │ ├── class_weighted_reducer.cpython-37.pyc │ │ │ │ │ ├── divisor_reducer.cpython-37.pyc │ │ │ │ │ ├── do_nothing_reducer.cpython-37.pyc │ │ │ │ │ ├── mean_reducer.cpython-37.pyc │ │ │ │ │ ├── multiple_reducers.cpython-37.pyc │ │ │ │ │ ├── per_anchor_reducer.cpython-37.pyc │ │ │ │ │ └── threshold_reducer.cpython-37.pyc │ │ │ │ ├── avg_non_zero_reducer.py │ │ │ │ ├── base_reducer.py │ │ │ │ ├── class_weighted_reducer.py │ │ │ │ ├── divisor_reducer.py │ │ │ │ ├── do_nothing_reducer.py │ │ │ │ ├── mean_reducer.py │ │ │ │ ├── multiple_reducers.py │ │ │ │ ├── per_anchor_reducer.py │ │ │ │ └── threshold_reducer.py │ │ │ ├── regularizers │ │ │ │ ├── __init__.py │ │ │ │ ├── base_regularizer.py │ │ │ │ ├── center_invariant_regularizer.py │ │ │ │ ├── lp_regularizer.py │ │ │ │ ├── regular_face_regularizer.py │ │ │ │ ├── sparse_centers_regularizer.py │ │ │ │ └── zero_mean_regularizer.py │ │ │ ├── samplers │ │ │ │ ├── __init__.py │ │ │ │ ├── fixed_set_of_triplets.py │ │ │ │ ├── m_per_class_sampler.py │ │ │ │ └── tuples_to_weights_sampler.py │ │ │ ├── testers │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-37.pyc │ │ │ │ │ ├── base_tester.cpython-37.pyc │ │ │ │ │ ├── global_embedding_space.cpython-37.pyc │ │ │ │ │ ├── global_twostream_embedding_space.cpython-37.pyc │ │ │ │ │ └── with_same_parent_label.cpython-37.pyc │ │ │ │ ├── base_tester.py │ │ │ │ ├── global_embedding_space.py │ │ │ │ ├── global_twostream_embedding_space.py │ │ │ │ └── with_same_parent_label.py │ │ │ ├── trainers │ │ │ │ ├── __init__.py │ │ │ │ ├── base_trainer.py │ │ │ │ ├── cascaded_embeddings.py │ │ │ │ ├── deep_adversarial_metric_learning.py │ │ │ │ ├── metric_loss_only.py │ │ │ │ ├── train_with_classifier.py │ │ │ │ ├── twostream_metric_loss.py │ │ │ │ └── unsupervised_embeddings_using_augmentations.py │ │ │ └── utils │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-37.pyc │ │ │ │ ├── accuracy_calculator.cpython-37.pyc │ │ │ │ ├── common_functions.cpython-37.pyc │ │ │ │ ├── loss_and_miner_utils.cpython-37.pyc │ │ │ │ ├── module_with_records.cpython-37.pyc │ │ │ │ ├── module_with_records_and_reducer.cpython-37.pyc │ │ │ │ └── stat_utils.cpython-37.pyc │ │ │ │ ├── accuracy_calculator.py │ │ │ │ ├── common_functions.py │ │ │ │ ├── distributed.py │ │ │ │ ├── inference.py │ │ │ │ ├── logging_presets.py │ │ │ │ ├── loss_and_miner_utils.py │ │ │ │ ├── loss_tracker.py │ │ │ │ ├── module_with_records.py │ │ │ │ ├── module_with_records_and_reducer.py │ │ │ │ └── stat_utils.py │ │ ├── res_DOA_1_model.csv │ │ ├── resnet34.png │ │ ├── resnet34.py │ │ ├── saved_dataloader │ │ │ ├── SNS_DOA_4_trainloader.pth │ │ │ ├── SNS_DOA_6_testloaderList.pth │ │ │ ├── SNS_DOA_6_trainloader.pth │ │ │ └── SNS_DOA_6_trainloader.pth.npz │ │ ├── validation.ipynb │ │ └── wandb │ │ │ ├── debug-internal.log │ │ │ ├── debug.log │ │ │ ├── latest-run │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-ouj4hx29.wandb │ │ │ ├── run-20210121_204545-3k0e6ojq │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-3k0e6ojq.wandb │ │ │ ├── run-20210123_135952-50wmygvx │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-50wmygvx.wandb │ │ │ ├── run-20210123_151942-2o1suxza │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-2o1suxza.wandb │ │ │ ├── run-20210126_205731-1dmglrb2 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-1dmglrb2.wandb │ │ │ ├── run-20210126_214119-3btgr6q2 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-3btgr6q2.wandb │ │ │ ├── run-20210126_222102-3f71jcr2 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-3f71jcr2.wandb │ │ │ ├── run-20210126_230744-2hu9opwt │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-2hu9opwt.wandb │ │ │ ├── run-20210126_232459-2rwgxtl0 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-2rwgxtl0.wandb │ │ │ ├── run-20210128_061849-7ys9iudl │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-7ys9iudl.wandb │ │ │ ├── run-20210128_135251-przkjl2f │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-przkjl2f.wandb │ │ │ ├── run-20210128_142255-2a58ycyf │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-2a58ycyf.wandb │ │ │ ├── run-20210128_163755-3aiw2kk7 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-3aiw2kk7.wandb │ │ │ ├── run-20210128_163812-2mpsljmx │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-2mpsljmx.wandb │ │ │ ├── run-20210128_163838-2oqibjox │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-2oqibjox.wandb │ │ │ ├── run-20210128_182432-2cgp6aen │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-2cgp6aen.wandb │ │ │ ├── run-20210129_144408-3cgsszb4 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-3cgsszb4.wandb │ │ │ ├── run-20210129_162703-2uorsj6l │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-2uorsj6l.wandb │ │ │ ├── run-20210129_183256-xtxwwul7 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-xtxwwul7.wandb │ │ │ ├── run-20210129_193627-3ilnesly │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-3ilnesly.wandb │ │ │ ├── run-20210130_003601-11urgfqo │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-11urgfqo.wandb │ │ │ ├── run-20210130_080350-3ijx6zgz │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-3ijx6zgz.wandb │ │ │ ├── run-20210130_095835-3268cs8p │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-3268cs8p.wandb │ │ │ ├── run-20210130_133448-3fihfcb0 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-3fihfcb0.wandb │ │ │ ├── run-20210130_143056-2l5mrlvd │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-2l5mrlvd.wandb │ │ │ ├── run-20210130_152006-2ssd8m5p │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-2ssd8m5p.wandb │ │ │ ├── run-20210131_144711-2wbnygoj │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-2wbnygoj.wandb │ │ │ ├── run-20210131_164810-16rxrgj8 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-16rxrgj8.wandb │ │ │ ├── run-20210131_193533-304cga18 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-304cga18.wandb │ │ │ ├── run-20210202_031136-24ktxvl5 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-24ktxvl5.wandb │ │ │ ├── run-20210206_061145-2pulzl1k │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-2pulzl1k.wandb │ │ │ ├── run-20210206_062431-mdrlni85 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-mdrlni85.wandb │ │ │ ├── run-20210206_063011-18a9z9y8 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-18a9z9y8.wandb │ │ │ ├── run-20210206_063332-rbx5oayf │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-rbx5oayf.wandb │ │ │ ├── run-20210206_063746-363lzul3 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-363lzul3.wandb │ │ │ ├── run-20210225_135859-2beinymt │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-2beinymt.wandb │ │ │ ├── run-20210225_162019-20cjor8y │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-20cjor8y.wandb │ │ │ ├── run-20210225_213432-10vs8c42 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-10vs8c42.wandb │ │ │ ├── run-20210226_182006-1z1qck54 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-1z1qck54.wandb │ │ │ ├── run-20210227_034917-38s9x9uh │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-38s9x9uh.wandb │ │ │ ├── run-20210227_143547-2kfgmlji │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-2kfgmlji.wandb │ │ │ └── run-20210301_050608-ouj4hx29 │ │ │ ├── files │ │ │ ├── config.yaml │ │ │ ├── output.log │ │ │ ├── requirements.txt │ │ │ ├── wandb-metadata.json │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ ├── debug-internal.log │ │ │ └── debug.log │ │ │ └── run-ouj4hx29.wandb │ ├── doa2 │ │ ├── AttRCNN_UNet.py │ │ ├── SNR_50000_dropout.pth │ │ ├── __pycache__ │ │ │ ├── AttRCNN_UNet.cpython-37.pyc │ │ │ ├── auto.cpython-37.pyc │ │ │ ├── classifier.cpython-37.pyc │ │ │ └── dataloader.cpython-37.pyc │ │ ├── autoencoder.py │ │ ├── classifier.py │ │ ├── dataloader.py │ │ ├── pretraining.py │ │ ├── test.py │ │ ├── train.py │ │ └── wandb │ │ │ ├── debug-internal.log │ │ │ ├── debug.log │ │ │ ├── latest-run │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-7mq8e53m.wandb │ │ │ ├── run-20210201_005942-8weu3ale │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-8weu3ale.wandb │ │ │ ├── run-20210201_160655-1siquj0b │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-1siquj0b.wandb │ │ │ ├── run-20210201_231552-57bdhx96 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-57bdhx96.wandb │ │ │ ├── run-20210201_232346-1rbyp9c1 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-1rbyp9c1.wandb │ │ │ ├── run-20210202_000825-1k1lp0y8 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-1k1lp0y8.wandb │ │ │ ├── run-20210202_025549-22k2jhj6 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-22k2jhj6.wandb │ │ │ ├── run-20210206_145650-3h1klb24 │ │ │ ├── files │ │ │ │ ├── config.yaml │ │ │ │ ├── output.log │ │ │ │ ├── requirements.txt │ │ │ │ ├── wandb-metadata.json │ │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ │ ├── debug-internal.log │ │ │ │ └── debug.log │ │ │ └── run-3h1klb24.wandb │ │ │ └── run-20210206_150025-7mq8e53m │ │ │ ├── files │ │ │ ├── config.yaml │ │ │ ├── output.log │ │ │ ├── requirements.txt │ │ │ ├── wandb-metadata.json │ │ │ └── wandb-summary.json │ │ │ ├── logs │ │ │ ├── debug-internal.log │ │ │ └── debug.log │ │ │ └── run-7mq8e53m.wandb │ └── run.sh ├── Train.ipynb ├── doa7.ipynb └── preTrain │ ├── .DS_Store │ ├── UNET.ipynb │ ├── doa1.ipynb │ └── preTrain.ipynb ├── LICENSE ├── README.md └── images ├── accuracy.png ├── mae.png ├── resnet.png └── skip_connections.png /DOA/DOA1.ipynb: -------------------------------------------------------------------------------- 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