K.R.Manikandan1, Mallikarjuna Nandi2
1PG
student- Department of CSE - Velammal college of Engineering and technology,
Madurai, Tamilnadu, India.
2Assistant
Professor- Department of CSE - Velammal college of Engineering and technology,
Madurai, Tamilnadu, India.
Resolution enhancement (RE)
schemes (which are not based on wavelets) suffer from the drawback of losing
high frequency contents (which results in blurring). The discrete wavelet
transform- based (DWT) RE scheme generates artifacts (due to a DWT
shift-variant property). A wavelet-domain Handled based on dual-tree complex
wavelet transform (DT-CWT) and nonlocal means (NLM) is proposed for RE of the satellite
images. Satellite input Picture is decomposed by DT-CWT (which is nearly shift
invariant) to obtain high-frequency subbands. The high-frequency subband and
the low-resolution (LR) input image are interpolated using the Lanczos
interpolator. The high frequency subband are passed through an NLM filter to
cater for the artifacts generated by DT-CWT (despite of it’s nearly shift
invariance).This Is The filtered high-frequency subbands and the LR input image
are combined using inverse DT-CWT to obtain a resolution-enhanced image.
Objective and subjective analyses reveal superiority of the proposed technique
over the conventional and state of- the-art RE techniques.