COLOR IMAGE RETRIEVAL BASED ON FEATURE FUSION THROUGH MULTIPLE LINEAR REGRESSION ANALYSIS
This paper proposes a novel technique based on feature fusion using multiple linear regression analysis, and the least-square estimation method is employed to estimate the parameters. The given input query image is segmented into various regions according to the structure of the image. The color and...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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ICT Academy of Tamil Nadu
2015-08-01
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| Series: | ICTACT Journal on Image and Video Processing |
| Subjects: | |
| Online Access: | http://ictactjournals.in/paper/IJIVP_Paper_3_pp_1066_1071.pdf |
| _version_ | 1819081525555101696 |
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| author | K. Seetharaman R. Shekhar |
| author_facet | K. Seetharaman R. Shekhar |
| author_sort | K. Seetharaman |
| collection | DOAJ |
| description | This paper proposes a novel technique based on feature fusion using multiple linear regression analysis, and the least-square estimation method is employed to estimate the parameters. The given input query image is segmented into various regions according to the structure of the image. The color and texture features are extracted on each region of the query image, and the features are fused together using the multiple linear regression model. The estimated parameters of the model, which is modeled based on the features, are formed as a vector called a feature vector. The Canberra distance measure is adopted to compare the feature vectors of the query and target images. The F-measure is applied to evaluate the performance of the proposed technique. The obtained results expose that the proposed technique is comparable to the other existing techniques. |
| first_indexed | 2024-12-21T20:02:10Z |
| format | Article |
| id | doaj.art-1b2f1131cd084c1aad4656a31cf1e12b |
| institution | Directory Open Access Journal |
| issn | 0976-9099 0976-9102 |
| language | English |
| last_indexed | 2024-12-21T20:02:10Z |
| publishDate | 2015-08-01 |
| publisher | ICT Academy of Tamil Nadu |
| record_format | Article |
| series | ICTACT Journal on Image and Video Processing |
| spelling | doaj.art-1b2f1131cd084c1aad4656a31cf1e12b2022-12-21T18:51:57ZengICT Academy of Tamil NaduICTACT Journal on Image and Video Processing0976-90990976-91022015-08-016110661071COLOR IMAGE RETRIEVAL BASED ON FEATURE FUSION THROUGH MULTIPLE LINEAR REGRESSION ANALYSISK. Seetharaman0R. Shekhar1Annamalai University, India1, Manonmaniam Sundaranar University, IndiaAnnamalai University, India1, Manonmaniam Sundaranar University, IndiaThis paper proposes a novel technique based on feature fusion using multiple linear regression analysis, and the least-square estimation method is employed to estimate the parameters. The given input query image is segmented into various regions according to the structure of the image. The color and texture features are extracted on each region of the query image, and the features are fused together using the multiple linear regression model. The estimated parameters of the model, which is modeled based on the features, are formed as a vector called a feature vector. The Canberra distance measure is adopted to compare the feature vectors of the query and target images. The F-measure is applied to evaluate the performance of the proposed technique. The obtained results expose that the proposed technique is comparable to the other existing techniques.http://ictactjournals.in/paper/IJIVP_Paper_3_pp_1066_1071.pdfRegressionFusionFeatureF-measureLeast-Square Estimate |
| spellingShingle | K. Seetharaman R. Shekhar COLOR IMAGE RETRIEVAL BASED ON FEATURE FUSION THROUGH MULTIPLE LINEAR REGRESSION ANALYSIS ICTACT Journal on Image and Video Processing Regression Fusion Feature F-measure Least-Square Estimate |
| title | COLOR IMAGE RETRIEVAL BASED ON FEATURE FUSION THROUGH MULTIPLE LINEAR REGRESSION ANALYSIS |
| title_full | COLOR IMAGE RETRIEVAL BASED ON FEATURE FUSION THROUGH MULTIPLE LINEAR REGRESSION ANALYSIS |
| title_fullStr | COLOR IMAGE RETRIEVAL BASED ON FEATURE FUSION THROUGH MULTIPLE LINEAR REGRESSION ANALYSIS |
| title_full_unstemmed | COLOR IMAGE RETRIEVAL BASED ON FEATURE FUSION THROUGH MULTIPLE LINEAR REGRESSION ANALYSIS |
| title_short | COLOR IMAGE RETRIEVAL BASED ON FEATURE FUSION THROUGH MULTIPLE LINEAR REGRESSION ANALYSIS |
| title_sort | color image retrieval based on feature fusion through multiple linear regression analysis |
| topic | Regression Fusion Feature F-measure Least-Square Estimate |
| url | http://ictactjournals.in/paper/IJIVP_Paper_3_pp_1066_1071.pdf |
| work_keys_str_mv | AT kseetharaman colorimageretrievalbasedonfeaturefusionthroughmultiplelinearregressionanalysis AT rshekhar colorimageretrievalbasedonfeaturefusionthroughmultiplelinearregressionanalysis |