Abstract
By a News Reporter-Staff News Editor at Robotics & Machine Learning Daily News Daily News-Current study results on Machine Learn ing-Computational Intelligence have been published. According to news reportin g originating in Macau, People's Republic of China, by NewsRx journalists, resea rch stated, "Recently, many deep convolutional dictionary learning-based methods,integrating the traditional image representation methods with deep neural netw orks, have achieved great success in various image processing tasks. However, th e existing approaches can be further improved with the following considerations: (1) They congenitally suffer from the high cross-channel correlation loss for c olor image processing tasks since they usually treat each color channel independ ently, not in a whole perspective. (2) They only build up a single reconstructio n dictionary learning model to directly approximate images using several single dictionary atoms, which cannot make full use of the representative ability of th e model."