Pixel estimation involves predicting or calculating the value of individual pixels in an image, often used in image processing and computer vision to reconstruct or enhance images. It is crucial for tasks like image inpainting, super-resolution, and denoising, where accurate pixel values are necessary for high-quality visual outputs.