As the development of the technology of computer, multimedia and the Internet, more and more people get the opportunity to access the great amount of images. Thus, how to do an effective retrieval task from the mass image data set and to reduce the requirement of storage space becomes a popular research field. Independent Component Analysis (ICA) is a newly developing blind source signal processing technology, and it plays more and more an important role in the field of content based image retrieval...