Effectiveness of MPEG-7 Color Features in Clothing Retrieval
TLDR
This study used 150 images of Muslim women's clothing as a dataset consisting of red, blue, yellow, green and brown images to study human perception in viewing the color of clothing.Abstract:
Clothing is a human used to cover the body. Clothing consist of dress, pants, skirts, and others. Clothing usually consists of various colors or a combination of several colors. Colors become one of the important reference used by humans in determining or looking for clothing according to their wishes. Color is one of the features that fit the human vision. Content Based Image Retrieval (CBIR) is a technique in Image Retrieval that give index to an image based on the characteristics contained in image such as color, shape, and texture. CBIR can make it easier to find something because it helps the grouping process on image based on its characteristic. In this case CBIR is used for the searching process of Muslim fashion based on the color features. The color used in this research is the color descriptor MPEG-7 which is Scalable Color Descriptor (SCD) and Dominant Color Descriptor (DCD). The SCD color feature displays the overall color proportion of the image, while the DCD displays the most dominant color in the image. For each image of Muslim women's clothing, the extraction process utilize SCD and DCD. This study used 150 images of Muslim women's clothing as a dataset consistingclass of red, blue, yellow, green and brown. Each class consists of 30 images. The similarity between the image features is measured using the eucludian distance. This study used human perception in viewing the color of clothing.The effectiveness is calculated for the color features of SCD and DCD adjusted to the human subjective similarity. Based on the simulation of effectiveness DCD result system gives higher value than SCD.read more
Citations
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TL;DR: The accuracy of the color-based ethnicity identification model from various color spaces is analyzed to achieve a better result in multi-color feature compared to individual color space model under Random Forest algorithm.
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Penerapan Deskriptor Warna Dominan untuk Temu Kembali Citra Busana pada Peranti Bergerak
TL;DR: This paper presents a new searching approach, using an image instead of text, as the query into an online shop, known as content-based image retrieval (CBIR), and shows that the DCD produce a superior performance compared to DCCD in retrieving a set of clothing image.
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Cross-domain Clothing Image Retrieval Based on Hybrid Shape Feature
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Book ChapterDOI
MPEG-7 Image Color Features
Jyotismita Chaki,Nilanjan Dey +1 more
TL;DR: This chapter delivers an outline of MPEG-7 color descriptors and discusses their capacity to classify the likeness of perceptual colors, assessed by descriptor performance in matching video segments and images using color features.
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Journal ArticleDOI
Penerapan Deskriptor Warna Dominan untuk Temu Kembali Citra Busana pada Peranti Bergerak
TL;DR: This paper presents a new searching approach, using an image instead of text, as the query into an online shop, known as content-based image retrieval (CBIR), and shows that the DCD produce a superior performance compared to DCCD in retrieving a set of clothing image.