Yu, Xi, authorXiao, Rongrui, authorAzimi-Sadjadi, Mahmood R., authorIEEE, publisher2007-01-032007-01-031999Azimi-Sadjadi, Mahmood R., Rongrui Xizo, and Xi Yu, Neural Network Decision Directed Edge-Adaptive Kalman Filter for Image Estimation, IEEE Transactions on Image Processing 8, no. 4 (April 1999): 589-592.http://hdl.handle.net/10217/849A neural network-based scheme for decision directed edge-adaptive Kalman filtering is introduced in this work. A backpropagation neural network makes the decisions about the orientation of the edges based on the information in a window centered at the current pixel being processed. Then based upon the neural network output an appropriate image model which closely matches the local statistics of the image is chosen for the Kalman filter. This prevents the oversmoothing of the edges, which would have otherwise been caused by the standard Kalman filter. Simulation results are presented which show the effectiveness of the proposed scheme.born digitalarticleseng©1999 IEEE.Copyright and other restrictions may apply. User is responsible for compliance with all applicable laws. For information about copyright law, please see https://libguides.colostate.edu/copyright.image restorationneural networksKalman filteringText