No. The word manifold generally refers to a subset with certain smoothness properties of a predefined vector space.
Therefore, an image is not considered a 2D manifold. However, the set of all natural images of a size MxN could be considered as an MxN-dimension manifold. In that case the predefined vector space is the set of all images of size MxN, which contains both natural images and noise.