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Strong tiling artifacts

Open Buglakova opened this issue 1 year ago • 1 comments

When I run the network prediction, the result has strong tiling artifacts. I use quite big halo, but it doesn't help. I encountered this before when using U-Net that wasn't trained for long enough or didn't see enough ground truth, which is kind of the case when applying a pretrained network to different data. As a workaround, would be nice to have an option for smooth transition between tiles, like in the original U-Net publication, where within the halo the weight of the tile in the result falls linearly towards the edge of the tile.

Here is an example: Screenshot from 2024-02-05 13-49-59 Screenshot from 2024-02-05 13-50-18

Furthermore, it propagates to the superpixels (here GASP run on the wrong channel, but still you can see clearly the squares) Screenshot from 2024-02-05 13-50-43

Buglakova avatar Feb 05 '24 12:02 Buglakova