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Image Enhancement Based on Abstraction and Neural Network


Affiliations
1 R.K.D.F.I.S.T., Bhopal, (M.P.), India
 

This paper presents a hybrid technique for image enhancement with ability of de-noising it integrates two different processing aspects into one. The proposed algorithm uses the image abstraction technique for detecting the information density in different parts of image then accordingly operates the smoothing filter and after filtering the information’s of edges are recombined with the filtered image. The proposed technique also utilizes the Neural Network for filtering noise generated edge patterns. Hence the approach not only enhances the image but also avoids the enhancement of noise. The simulation of algorithm shows that it improves the perception; remove noise while maintaining the structure information intact it is also found that the proposed technique is quite fast.

Keywords

Image Enhancement, Neural Network, Empirical Analysis.
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  • Image Enhancement Based on Abstraction and Neural Network

Abstract Views: 120  |  PDF Views: 0

Authors

Trapti Sahu
R.K.D.F.I.S.T., Bhopal, (M.P.), India
Shabahat Hasan
R.K.D.F.I.S.T., Bhopal, (M.P.), India

Abstract


This paper presents a hybrid technique for image enhancement with ability of de-noising it integrates two different processing aspects into one. The proposed algorithm uses the image abstraction technique for detecting the information density in different parts of image then accordingly operates the smoothing filter and after filtering the information’s of edges are recombined with the filtered image. The proposed technique also utilizes the Neural Network for filtering noise generated edge patterns. Hence the approach not only enhances the image but also avoids the enhancement of noise. The simulation of algorithm shows that it improves the perception; remove noise while maintaining the structure information intact it is also found that the proposed technique is quite fast.

Keywords


Image Enhancement, Neural Network, Empirical Analysis.