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6th place solution

kaggle-dstl-satellite-imagery-feature-detection

Scripts for the my 6th place solution with MXNet.
Key features:

  • Unet-like network architecture with multiple input branches(A, M, P channels)
  • Adaptive crop sampler, based on the performance of the network on different classes, updated each epoch.

Brief description:
b3_data_iter - data generation, augmentation
utils - wkt polygon rasterization, raster polygonization utils
b3_train - network symbol definition, training loop