Connectivity is an important characteristic of tubular structures such as roads. A well-defined differentiable centerline loss combined with other losses such as dice loss potentially allows us to preserve this quality. Reference paper
Rationale
GDL can extract tubular structures such as roads. A loss function capable of preserving connectedness will improve overall extraction quality.
Possible Implementation
implement center line loss according to this source code
Description
Connectivity is an important characteristic of tubular structures such as roads. A well-defined differentiable centerline loss combined with other losses such as dice loss potentially allows us to preserve this quality. Reference paper
Rationale
GDL can extract tubular structures such as roads. A loss function capable of preserving connectedness will improve overall extraction quality.
Possible Implementation