کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
536280 870491 2015 6 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Image moment invariants as local features for content based image retrieval using the Bag-of-Visual-Words model
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر چشم انداز کامپیوتر و تشخیص الگو
پیش نمایش صفحه اول مقاله
Image moment invariants as local features for content based image retrieval using the Bag-of-Visual-Words model
چکیده انگلیسی


• A new image descriptor specifically designed for image retrieval tasks is introduced.
• Evaluation of affine moment invariants in the area of image retrieval.
• The usage of image chromaticities improves the overall retrieval performance.

This paper presents an image retrieval framework that uses affine image moment invariants as descriptors of local image areas. Detailed feature vectors are generated by feeding the produced moments into a Bag-of-Visual-Words representation. Image moment invariants have been selected for their compact representation of image areas as well as due to their ability to remain unchanged under affine image transformations. Three different setups were examined in order to evaluate and discuss the overall approach. The retrieval results are promising compared with other widely used local descriptors, allowing the proposed framework to serve as a reference point for future image moment local descriptors applied to the general task of content based image retrieval.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Pattern Recognition Letters - Volume 55, 1 April 2015, Pages 22–27
نویسندگان
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