Help with Instance Segmentation for Separating Complex Lines

[mostafamohamadi]

Hi
I’m working on an instance segmentation problem involving an image with entangled lines. I’ve tried using Mask R-CNN and PointRend with Detectron2, but the results haven’t been satisfactory. The models struggle to accurately separate the complex and ambiguous lines.

If there are any specific settings, configurations, or additional techniques I should try to improve the segmentation results, I’d greatly appreciate your guidance.

Here is the image I’m working with:

I’ve tried using various segmentation techniques for this task, but the models couldn’t effectively separate the complex lines.
Despite making adjustments and fine-tuning, the models still face challenges in handling the ambiguity and complexity of the lines.

Any suggestions or advice would be highly appreciated.

Thank you so much,