Gradient-Aware Directional Convolution With Kolmogorov Arnold Network-Enhanced Feature Fusion for Road Extraction. - Jayakumar T. V; Deepak Mishra 002; Anandakumar M. Ramiya; Jai G. Singla (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2025)