We introduce a spatial color image retrieval method which
does not include any segmentation step. This method relies on small image
thumbnails and the Earth Mover's Distance (EMD). We then derive an
unsupervised matching criterion using an a contrario approach.
Experiments are performed on a database of illuminated manuscripts.