Fig. 7: Learned directional angles and scale parameters of DLoG kernels across multiple training runs.
From: Towards accurate bird sound recognition through multi-scale texture-aware modeling
Directional angles (θ1–θ4) and scale (σ) are shown from five independent training trials. Despite random initialization, the parameters exhibit consistent convergence patterns, confirming the robustness of directional feature learning.
