Color image normally contain of three main colors at the each pixel, but the digital cameras capture only one color at each pixel using color filter array (CFA). While through capturing in color image, some noise/artifacts is added. So, the both demosaicing and de-noising are the first essential task in digital camera. Here, both the technique can be solve sequentially and independently. A conventional neural network based de-noising technique has applied for the removal of noise/artifacts. Afterwards, frequency based demosaicing with the convolutional neural network based image reconstruction algorithm is apply to acquire another two missing color component. The result analysis presented in this paper demonstrate that our proposed de-nosing and demosaicing exhibits the better performance and it is applicable for a large variety of images.

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Abstract:In the era of Nanometer technology variation of process aging of circuits cause vulnerable to establish circuits with the characteristics of adapting themselves and thereby a chance to compensate changes with the proposed one. Aging of circuitry and variations in process are main problems to analyze the efficiency of power circuit interconnects as a adaptability of power requirements must be assigned to drastic timing variations. The allocated design time implies uniform consumption of power on several fabricated chips, even of many circuit instances do not have considerable changes. This proposed design produces an efficient approach for power to tolerance variations. Hence it uses only power when the variation circumstances of a chip circuit instance are being harmful. The proposed is an effective work towards adaptation of power supply voltage for changing resilience in VLSI chips. This proposed is a repetition based boostable design that can unanimously raise its internal potential rail to increase circuit switching speed. This Modality can be either ON/OFF to compatible power fluctuations. This repetition based boostable design enhances fine scaling voltage adaptation with voltage regulators. Since inter connections of a circuit is a widely available cause in chip performance and several repeaters are provided an IC designs, this repetition based boostable circuit has large number of tips to improve system performance.