“…The prominence of SAR, an active, coherent, band-limited microwave high resolution sensor, is attributed to its ability to penetrate atmospheric conditions, providing near-time 24-h visibility under all-weather conditions [ 30 , 31 ]. More importantly, when such microwaves pulses encounter the ocean surface, the existence of a surface oil layer reduces the intensity of SAR backscattering by damping small-scale waves and reducing the effective dielectric constant, thereby creating a noticeable dip in the backscattered signal when compared to the surrounding ocean surface [ 32 , 33 ]. Since its inception, several technological developments such as polarimetric SAR and improved algorithmic techniques have been implemented to further improve the detection and feature attraction aspects of oil detection using SAR [ 27 , 34 , 30 ].…”