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Implementations of different variations of U-net - adding deconv layers, dense net variant and including skip connections

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Variants_of_U-net

Implementations of different variations of U-net - adding deconv layers, dense net variant and including skip connections for the task of generating binary masks. Also, used alpha matting [reference] for post-processing.

Train the model using the implementation files provided and while testing, modify the architecture according to required variant in testing.py.

Obeservations:

  • The skip connection variant gave best result compared to other variants
  • Introducing skip connections led to ~3x improvement in speed

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Implementations of different variations of U-net - adding deconv layers, dense net variant and including skip connections

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