Scinovex
articleTop 1% cited

Fusion of Infrared and Visible Sensor Images Based on Anisotropic Diffusion and Karhunen-Loeve Transform

IEEE Sensors Journal · 2015 · Vol. 16(1) · pp. 203–209
Durga Prasad BavirisettiRavindra Dhuli

Abstract

Image fusion is a process of generating a more informative image from a set of source images. Major applications of image fusion are in navigation and military. Here, infrared and visible sensors are used to capture complementary images of the targeted scene. The complementary information of these source images has to be integrated into a single image using some fusion algorithms. The aim of any fusion method is to transfer maximum information from the source images to the fused image with a minimum information loss. It has to minimize the artifacts in the fused image. In this paper, we propose a new edge preserving image fusion method for infrared and visible sensor images. Anisotropic diffusion is used to decompose the source images into approximation and detail layers. Final detail and approximation layers are calculated with the help of Karhunen-Loeve transform and weighted linear superposition, respectively. A fused image is generated from the linear combination of final detail and approximation layers. Performance of the proposed algorithm is assessed with the help of petrovic metrics. The results of the proposed algorithm are compared with the traditional and recent image fusion algorithms. Results reveal that the proposed method outperforms the existing methods.

Advanced Image Fusion TechniquesInfrared Target Detection MethodologiesRemote-Sensing Image ClassificationImage fusionKarhunen–Loève theoremArtificial intelligenceAnisotropic diffusionSuperposition principleFusionComputer scienceComputer visionImage processingTransformation (genetics)
Citations
327
FWCI
18.10
field-weighted impact
References
22
Percentile
99%
vs. same field & year
Citations per year
References
A wavelet-based image fusion tutorial
Pattern Recognition · 2004 · 1,285 citations
Image Fusion With Guided Filtering
IEEE Transactions on Image Processing · 2013 · 1,723 citations
Edge-preserving decompositions for multi-scale tone and detail manipulation
ACM Transactions on Graphics · 2008 · 1,447 citations
Scale-space and edge detection using anisotropic diffusion
IEEE Transactions on Pattern Analysis and Machine Intelligence · 1990 · 11,953 citations
Digital photography with flash and no-flash image pairs
ACM Transactions on Graphics · 2004 · 1,062 citations
Citation Network

How this paper connects to the literature. Drag to explore, click any node to open that paper.

Fusion of Infrared and Visible Sensor Images Based on Anisotropic Diffusion and Karhunen-Loeve Transform · Scinovex