New Feature Request: We would like to smooth predictions at inference which solves edge effects, jaggedness, and holes when stitching tiles/patches. Below is an illustration of problem areas highlighted with red circles.
Original Raster, 2. Water Body Extraction (No Smoothening), 3. Water Body Extraction (Smoothening with Hann).
Method
Generate overlapping patches, with a stride half of the patch size.
Model prediction on patches.
Multiplying each patch by the appropriate window depending on its absolute location.
New Feature Request: We would like to smooth predictions at inference which solves edge effects, jaggedness, and holes when stitching tiles/patches. Below is an illustration of problem areas highlighted with red circles.
Method
Reference Paper: https://arxiv.org/abs/1910.07831