Publication | Closed Access
An image storage system using complex-valued associative memories
67
Citations
7
References
2002
Year
Unknown Venue
Engineering2-D DftComputer ArchitectureSocial SciencesImage AnalysisImage CompressionMemoryMultimedia StorageImage ProcessingMultimedia Signal ProcessingComputer EngineeringNeuroimagingComputer ScienceMedical Image ComputingImage DegradationMemory ArchitectureStorage (Memory)Image Storage SystemImage CodingImage DenoisingNeuroscienceImage RestorationImage Quality
A gray scale image storage system applying a complex-valued associative memory (CAM) combined with a 2-dimensional discrete Fourier transform (2-D DFT) process is proposed. In the proposed system, input images are transformed to a quantized phase matrix through processing including 2-D DFT then provided to CAM. In addition, the elements corresponding to the high frequency, bands in the matrices are omitted in order to reduce the number of neurons of CAM at the degree in which the image degradation is not conspicuous. When a noisy or an imperfect image of a memorised one is input into the system, the corresponding perfect one is output. The image quality memorized into CAM depends on the numbers of both neurons and states of each neuron, respectively. The image quality in changing those numbers and the restoring process of CAM are demonstrated using practical images.
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