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ABSTRACT
Title |
: |
An Efficient Technique for Apparel Retrieval using Transfer Learning and KMeans Clustering |
Authors |
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DEshwar S G, Gautham Ganesh Prabhu J, A V Rishikesh, Charan N A, Umadevi V |
Keywords |
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CNN, Transfer Learning, ImageNet Inception model, Similarity measure, K-means, Silhouette
Coefficient.
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Issue Date |
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JUN 2017. |
Abstract |
: |
Apparel retrieval involves fetching similar clothings to the query image. This is one of many applications of image based search. In our work, we have optimized the process of finding similar apparels. We make use of clustering within a class to broadly classify images and find similar images within the cluster. We compare the query image from a class with the images within a cluster to which the query image belongs to, rather than the entire dataset. Hence this technique reduces the time required to find similar images. |
Page(s) |
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350-355 |
ISSN |
: |
0975–3397 |
Source |
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Vol. 9, Issue.06 |
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