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CBIR algorithm development using RGB histogram-based block contour method to improve the retrieval performance
- Source :
- Materials Today: Proceedings. 81:314-321
- Publication Year :
- 2023
- Publisher :
- Elsevier BV, 2023.
-
Abstract
- In this research paper, CBIR algorithm development using RGB histogram-based block contour method to improve the retrieval performance is presented along with the simulation results. CBIR to extract the visual content of an image automatically like color, texture, size, direction, distance, nearness or its shape using HSV colour RGB histogram & block contour methods is proposed here in this paper. The work presented in this paper is a new methodology of the picture retrievals by the combination of different parameters of the query image with the help of RGB histograms & the block contours. Simulations are carried out in the Matlab environment and the simulation results are observed. The CBIR based system is going to be tested using different types of test images for varieties & finally the nearest test outcomes will be got & be tabulated neatly. Here, in this proposed work using different sizes of the blocks & the no. of characteristics & the time obtained for extracting those realistic parameters could be found out & also other parameters such as the recalling, precision, characteristics were calculated and compared with existing systems. The precision and recall are used to calculate the performance of the designed system. The results presented gives precision values & the values of the recall parameter of the developed & existing CBIR systems, which shows the efficacy of the proposed methodology that is superior. Here, the observation is – the developed methodology will be highly unique, its performance will be more superior to the existing systems. Finally, to conclude, it could be iterated that this contributory work was developed to show about the RGB histogram & block contour concept involvement to extract the different features of the images and carry out the performance of system (retrieval). Finally, the results of the simulation gives the improved performance of the system (retrieval) over the others, thus showing the profoundness or the effectiveness of the research work done.
- Subjects :
- 010302 applied physics
Computer science
Carry (arithmetic)
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
02 engineering and technology
General Medicine
HSL and HSV
021001 nanoscience & nanotechnology
01 natural sciences
Image (mathematics)
Histogram
0103 physical sciences
RGB color model
0210 nano-technology
MATLAB
Precision and recall
Algorithm
computer
Block (data storage)
computer.programming_language
Subjects
Details
- ISSN :
- 22147853
- Volume :
- 81
- Database :
- OpenAIRE
- Journal :
- Materials Today: Proceedings
- Accession number :
- edsair.doi...........51c1a6d80e7aaa7dbbebfb7b5f8de397