Intrinsic Image Decomposition is a computer vision task that involves separating an image into its reflectance and shading components, allowing for better understanding and manipulation of the scene's physical properties. This decomposition is crucial for applications in image editing, scene understanding, and augmented reality, as it helps in isolating the material properties from lighting effects.