Noises are commonly present in grayscale images. particularly in Scanning Electron Microscope (SEM) images especially secondary emission noise. which can significantly affect their quality. Signal-to-Noise Ratio (SNR) estimation techniques are crucial for assessing the quality of these images by quantifying the ratio of signal strength to background noise. https://pipingrockers.shop/product-category/white-willow-bark/