Fig. 14: Mechanism of directional sensitivity in DLoG kernels across multiple orientations.
From: Towards accurate bird sound recognition through multi-scale texture-aware modeling

Each filter is tuned to a specific angle and responds selectively to spectrotemporal structures aligned with that orientation, enabling enhanced detection of ascending, descending, vertical, and horizontal acoustic patterns in bird vocalizations.