CameronBodine / PINGMapper

Open-source interface for processing recreation-grade side scan sonar datasets and reproducibly mapping benthic habitat
https://cameronbodine.github.io/PINGMapper/
MIT License
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EGN before depth and shadow segmentation #104

Closed CameronBodine closed 7 months ago

CameronBodine commented 8 months ago

Can EGN improve depth and shadow segmentation?

Current workflow: depth segmentation -> shadow segmentation -> EGN correction

Both water column removal and shadow removal are optional pre-processing steps for EGN. This allows export of corrected WCP (e.g., fish counts or veg detection) or brightening returns in the far field.

Since EGN doesn't require pre-processing, raw sonar returns could be first corrected before segmenting depth and shadows. This may improve model inference.

New workflow option (in addition to existing workflow): EGN -> depth segmentation -> shadow segmentation