Enhanced pyramid image fusion on visible and infrared images at pixel and feature levels
| Autor: | Babu Reddy, B Ashalatha |
|---|---|
| Rok vydání: | 2017 |
| Předmět: |
Computer science
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION 02 engineering and technology Iterative reconstruction symbols.namesake Digital image processing Pyramid 0202 electrical engineering electronic engineering information engineering Computer vision Pyramid (image processing) Image resolution 0505 law Image fusion Pixel Contextual image classification business.industry 020208 electrical & electronic engineering 05 social sciences Wiener filter Feature (computer vision) Computer Science::Computer Vision and Pattern Recognition 050501 criminology Laplacian pyramid symbols Artificial intelligence business |
| Zdroj: | 2017 International Conference on Energy, Communication, Data Analytics and Soft Computing (ICECDS). |
| DOI: | 10.1109/icecds.2017.8389510 |
| Popis: | In today's Technology Advancements, Multi Scale Image Fusion plays a crucial role in the Digital Image Processing field. Various features of Multi-Scale Image Fusion are applied in areas such as Image Classification, Remote Vision, Medical Imaging, Satellite Imaging and Forensic Sciences. Multi-Scale Image Fusion can be described as combining the best features of two or more images which are at different resolution levels and getting a single coherent Fused Image. Laplacian Pyramid is a Multi-Scale Resolution technique, in which low resolution images are fused to produce a high resolution images. But the resultant high resolution image is a blurred image when compared to original images. This Paper provides a new method to remove the blurriness from the high resolution image using Wiener Filter. This method worked on Pyramid Image Fusion on Visible Images, Infrared Images and combination of Visible and Infrared Images at Pixel and Feature levels using Simple Average and PCA (Principle Component Analysis) methods. The Experimental results showed better PSNR (Peak Signal to Noise Ratio) Values than the Multi Scale Fusion process using Laplacian Pyramid |
| Databáze: | OpenAIRE |
| Externí odkaz: |
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