Image Organization and Retrieval Using a Flexible Shape Model
نویسندگان
چکیده
I.IL content-bused ceccess of %muge dutubuses, there i s ii . r eed f o r U shupe for r r iu l ism that ul1o.w.s u prccise dcipt ion u,rd r.ecoqrLitao.rc of u wider class of shupe vuriut%o,rt.s that e t~oke the surne o~ver.cill ye.r.ceptuul s.i~r~iluri t y ire appeurunce. S u c h u descripkion ,rcot o,rcly ullows i,rreuges o,f U dotubuse to be o r y " l into shupe cate,yories f o r e,fficierit indexing, but ulso veukes U wider class of shupe-sarrdurity queries possible. This puper construined u.firie shape model: that cupkcires the spuk i d loyout . s i r r d w i t y betwecrt rrwrrcbers of (I cluss by U set of co.rr.struined u f i r c e de,for."ores from U prot o h ~ p i c e l " x b e r . The shupe mode l i s p ~ o p o s e d for use in orgurrizin,g irnuges of u dotubuse into shccpe cutegories represerhted by prototypicul members und the ussociuted shape co,ri.st.r.uints. A n e,&cie.rit mutching ul,yolrthm is prese.rited f o r use in slcupe cuteqorizution wed queyyin,q. Efl'ect of globul pose changes o'r~ the cons tmin ts of the shupe model u're urcul;yzed t o . I I L U ~ C shupe . " W i n g robust to ylobul pose chenges. A n upylicution of the rnodel for docu,rrLe,rbt retricvul bused o n document shupe g e " w is presented. F i d l y , the effectiveness of the shupe ,model i r c content-bused access of such dutubuses is ewuluated.
منابع مشابه
Image Retrieval Using Dynamic Weighting of Compressed High Level Features Framework with LER Matrix
In this article, a fabulous method for database retrieval is proposed. The multi-resolution modified wavelet transform for each of image is computed and the standard deviation and average are utilized as the textural features. Then, the proposed modified bit-based color histogram and edge detectors were utilized to define the high level features. A feedback-based dynamic weighting of shap...
متن کاملCombining texture, shape and spatial information for image retrieval
Most Content-Based Image Retrieval (CBIR) systems employ color as primary feature with texture and shape as secondary features. Very few systems exploit spatial features. None of the available systems combines all three visual features, texture, shape and location, for organization and retrieval. Moreover relatively few systems use Gabor filters in texture extraction, despite the widely acclaim...
متن کاملA Novel Method for Content Base Image Retrieval Using Combination of Local and Global Features
Content-based image retrieval (CBIR) has been an active research topic in the last decade. In this paper we proposed an image retrieval method using global and local features. Firstly, for local features extraction, SURF algorithm produces a set of interest points for each image and a set of 64-dimensional descriptors for each interest points and then to use Bag of Visual Words model, a cluster...
متن کاملA Novel Method for Content Base Image Retrieval Using Combination of Local and Global Features
Content-based image retrieval (CBIR) has been an active research topic in the last decade. In this paper we proposed an image retrieval method using global and local features. Firstly, for local features extraction, SURF algorithm produces a set of interest points for each image and a set of 64-dimensional descriptors for each interest points and then to use Bag of Visual Words model, a cluster...
متن کاملبازیابی تعاملی تصاویر طبیعت با بهره گیری از یادگیری چند نمونه ای
Content-based image retrieval (CBIR) has received considerable research interest in the recent years. The basic problem in CBIR is the semantic gap between the high-level image semantics and the low-level image features. Region-based image retrieval and learning from user interaction through relevance feedback are two main approaches to solving this problem. Recently, the research in integra...
متن کاملSemiautomatic Image Retrieval Using the High Level Semantic Labels
Content-based image retrieval and text-based image retrieval are two fundamental approaches in the field of image retrieval. The challenges related to each of these approaches, guide the researchers to use combining approaches and semi-automatic retrieval using the user interaction in the retrieval cycle. Hence, in this paper, an image retrieval system is introduced that provided two kind of qu...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 1998