├── README.md ├── best_local.jpg ├── data ├── test_df_stage1_meta └── train_df_stage1_meta ├── dockerfile └── Dockerfile ├── ds_bowl.png └── src ├── Loss.py ├── bowl.ipynb ├── models ├── GCN.py ├── Inception4.py ├── InceptionResnet.py ├── LinkNet.py ├── ResNeXt.py ├── TernausNet.py ├── VggUNet.py ├── model_params.py ├── resnext101_32x4d_features.py └── resnext101_64x4d_features.py ├── tb_logs └── .gitignore ├── train_energy.py ├── train_energy_pad.py ├── utils ├── BAugs.py ├── BDataset.py ├── LRScheduler.py ├── RAugs.py ├── TbLogger.py ├── metric.py ├── utils.py └── watershed.py └── weights └── .gitignore /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/README.md -------------------------------------------------------------------------------- /best_local.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/best_local.jpg -------------------------------------------------------------------------------- /data/test_df_stage1_meta: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/data/test_df_stage1_meta -------------------------------------------------------------------------------- /data/train_df_stage1_meta: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/data/train_df_stage1_meta -------------------------------------------------------------------------------- /dockerfile/Dockerfile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/dockerfile/Dockerfile -------------------------------------------------------------------------------- /ds_bowl.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/ds_bowl.png -------------------------------------------------------------------------------- /src/Loss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/Loss.py -------------------------------------------------------------------------------- /src/bowl.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/bowl.ipynb -------------------------------------------------------------------------------- /src/models/GCN.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/models/GCN.py -------------------------------------------------------------------------------- /src/models/Inception4.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/models/Inception4.py -------------------------------------------------------------------------------- /src/models/InceptionResnet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/models/InceptionResnet.py -------------------------------------------------------------------------------- /src/models/LinkNet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/models/LinkNet.py -------------------------------------------------------------------------------- /src/models/ResNeXt.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/models/ResNeXt.py -------------------------------------------------------------------------------- /src/models/TernausNet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/models/TernausNet.py -------------------------------------------------------------------------------- /src/models/VggUNet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/models/VggUNet.py -------------------------------------------------------------------------------- /src/models/model_params.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/models/model_params.py -------------------------------------------------------------------------------- /src/models/resnext101_32x4d_features.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/models/resnext101_32x4d_features.py -------------------------------------------------------------------------------- /src/models/resnext101_64x4d_features.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/models/resnext101_64x4d_features.py -------------------------------------------------------------------------------- /src/tb_logs/.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/tb_logs/.gitignore -------------------------------------------------------------------------------- /src/train_energy.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/train_energy.py -------------------------------------------------------------------------------- /src/train_energy_pad.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/train_energy_pad.py -------------------------------------------------------------------------------- /src/utils/BAugs.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/utils/BAugs.py -------------------------------------------------------------------------------- /src/utils/BDataset.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/utils/BDataset.py -------------------------------------------------------------------------------- /src/utils/LRScheduler.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/utils/LRScheduler.py -------------------------------------------------------------------------------- /src/utils/RAugs.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/utils/RAugs.py -------------------------------------------------------------------------------- /src/utils/TbLogger.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/utils/TbLogger.py -------------------------------------------------------------------------------- /src/utils/metric.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/utils/metric.py -------------------------------------------------------------------------------- /src/utils/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/utils/utils.py -------------------------------------------------------------------------------- /src/utils/watershed.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/utils/watershed.py -------------------------------------------------------------------------------- /src/weights/.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/snakers4/ds_bowl_2018/HEAD/src/weights/.gitignore --------------------------------------------------------------------------------