Improvement of Multimodal Images Classification Based on DSMT Using Visual Saliency Model Fusion With SVM
Journal Title: INTERNATIONAL JOURNAL OF COMPUTERS & TECHNOLOGY - Year 2018, Vol 18, Issue 0
Abstract
Multimodal images carry available information that can be complementary, redundant information, and overcomes the various problems attached to the unimodal classification task, by modeling and combining these information together. Although, this classification gives acceptable classification results, it still does not reach the level of the visual perception model that has a great ability to classify easily observed scene thanks to the powerful mechanism of the human brain. In order to improve the classification task in multimodal image area, we propose a methodology based on Dezert-Smarandache formalism (DSmT), allowing fusing the combined spectral and dense SURF features extracted from each modality and pre-classified by the SVM classifier. Then we integrate the visual perception model in the fusion process. To prove the efficiency of the use of salient features in a fusion process with DSmT, the proposed methodology is tested and validated on a large datasets extracted from acquisitions on cultural heritage wall paintings. Each set implements four imaging modalities covering UV, IR, Visible and fluorescence, and the results are promising.
Authors and Affiliations
Hanan Anzid, Gaetan le Goic, Aissam bekkari, Alamin Mansouri, Driss Mammass
Keywords
Related Articles
- EP ID EP649747
- DOI 10.24297/ijct.v18i0.7956
- Views 176
- Downloads 0
A Graphical Tool Designed to Deploy Wireless Sensors in Homogeneous Grid Selected from Irregular Polygon
In this paper, we present a graphical tool, which will help us with algorithms that are used for finding Quality of Service. This tool relates these algorithms to the real world and thus provides a better insight into th...
An Optimization Method Using Clustering Technique for the Human Emotions Detection Artificial Neuro-Fuzzy Logic System
This paper utilizes clustering tool in MATLAB to find an optimal set of input parameters for the detection of human emotions using a neuro-fuzzy logic system. Previous studies have relied on a total of 14 physiological f...
Improving the Performance Parameters of Microstrip Patch Antenna by using HFSS
A high-directivity patch antenna with broadside directivity is appealing, since a constrict beam can be obtained without the need of using an array of antennas. Hence, the solution becomes barer as there is no need for a...
Alternative Vidhi to Conversion of Cyclic CNF->GNF
In automata theory Greibach Normal Form shows that A->aV n*, where ‘a’ is terminal symbol and Vn is nonterminal symbol where * shows zero or more rates of Vn [1]. Most popular questions, conversion of following c...
MULTIPLE-ACCESS TECHNOLOGY OF CHOICE IN 3GPP LTE
Third-Generation Partnership Project (3GPP) standardizes an Evolved UMTS Terrestrial Radio Access Network (EUTRAN)as air interface in its release 8 LTE. Orthogonal Frequency Division Multiple Access(OFDMA) and Single Car...