Help with Instance Segmentation for Separating Complex Lines

[mostafamohamadi]

Hi
I’m working on an instance segmentation problem involving an image with complex, entangled lines. I’ve tested the Mask R-CNN model, but the results haven’t been satisfactory. The model struggles to accurately separate the ambiguous and intricate lines.

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

Here is the image I’m working with:

I’ve tested the Mask R-CNN model for this task, but it couldn’t effectively separate the complex lines.
Despite making adjustments and fine-tuning, the model still faces challenges in handling the ambiguity and complexity of the lines.

Any suggestions or advice would be highly appreciated.
Thank you so much,