Indexing & Searching of Image Data in Multimedia Databases Using Axial Projection
نویسنده
چکیده
techniques for content-based queries in images databases. Indexing is the key to providing sophisticated, accurate and fast searches for queries in image data. This research describes a new indexing approach, which depends on linear modeling of signals, using bases for modeling. A basis is a set of chosen images, and modeling an image is a least-squares approximation of the image as a linear combination of the basis images. The coefficients of the basis images are taken together to serve as index for that image. The paper describes the implementation of the indexing scheme, and presents the findings of our extensive evaluation that was conducted to optimize (1) the choice of the basis matrix (B), and (2) the size of the index A (N). Furthermore, we compare the performance of our indexing scheme with other schemes. Our results show that our scheme has significantly higher performance.
منابع مشابه
Indexing and Searching of Image Data in Multimedia Databases Using Axial Projection
This paper introduces and studies new indexing techniques for content-based queries in images databases. Indexing is the key to providing sophisticated, accurate and fast searches for queries in image data. This research describes a new indexing approach, which depends on linear modeling of signals, using bases for modeling. A basis is a set of chosen images, and modeling an image is a least-sq...
متن کاملContent Based Radiographic Images Indexing and Retrieval Using Pattern Orientation Histogram
Introduction: Content Based Image Retrieval (CBIR) is a method of image searching and retrieval in a database. In medical applications, CBIR is a tool used by physicians to compare the previous and current medical images associated with patients pathological conditions. As the volume of pictorial information stored in medical image databases is in progress, efficient image indexing and retri...
متن کاملParallel Algorithms for Indexing and Retrieval in Audio Databases
Recent explosion in the use of non-text, multime-dia data such as audio, video, images, and graphics necessitates the development and use of multimedia databases. EEcient schemes for indexing and searching in multimedia databases are essential for fast and sophisticated data retrieval. The highly complex nature of audio/visual query processing, and the vast amounts of data in multimedia databas...
متن کاملOptimised Kd-tree Indexing of Multimedia Data
Near neighbor searching in image databases is a multidimensional problem. The kd-tree is one of the first methods proposed for indexing multidimensional data. We describe optimizations of this method, and determine when they are appropriate. We discuss adaptations of the tree to feature extraction and indexing problems in multimedia data. Results show increased functionality and speed using the...
متن کاملMUMIS – A Multimedia Indexing and Searching Environment
We describe in this paper the MUMIS Project (Multimedia Indexing and Searching Environment)1 and show the role linguistically motivated annotations, coupled with domain-specific information, can play for the indexing and the searching of multimedia (and multilingual) data. MUMIS develops and integrates base technologies, demonstrated within a laboratory prototype, to support automated multimedi...
متن کامل