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Title of Journal: Multimed Tools Appl

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Abbravation: Multimedia Tools and Applications

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Springer US

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A novel specific image scenes detection method

Authors: Yuxiang Xie, Xiao-Ping Zhang, Xidao Luan, Li Liu, Xin Zhang,

Publish Date: 2013/05/28
Volume: 74, Issue:1, Pages: 105-122
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Automatic image scene detection is a crucial step for various tasks in computer vision. Current scene detection methods are often computationally expensive for use in real-time image classification. In this paper, a novel and efficient scene detection method based on local invariant features is presented. First, the SIFT feature detector and descriptor has been utilized to extract local image features since the SIFT descriptor has been proved to be an excellent local method that yields high quality features. However, the SIFT descriptor has been shown to produce high dimensional and redundant local features, which can create processing difficulty and computational burden in the successive classification stage. Therefore, two new feature selection strategies are proposed to reduce the number of SIFT keypoints and hence reduce the computational complexity. In both strategies, each image is represented by a single feature vector which assures the efficiency. Finally, a multi-classifier based on a support vector machine is applied to perform the scene detection task. Experimental results show that the proposed method can achieve accurate satisfactory classification results with significantly reduced computational complexity.This work has been supported by the National Natural Science Foundation of China under contract No. 61201337 and by Changsha Municipal Science and Technology Project under contract No. K1205045-11. The authors are grateful to the anonymous reviewers for valuable comments.



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  1. A novel specific image scenes detection method
  2. Using augmented reality for students health - case of combining educational learning with standard fitness
  3. A fast and effective image retrieval scheme using color-
  4. A zero-vision music recording paradigm for visually impaired people
  5. Content-based search in multilingual audiovisual documents using the International Phonetic Alphabet
  6. Open media service architecture for advanced collaboration environments
  7. Scene-adaptive accurate and fast vertical crowd counting via joint using depth and color information
  8. Evaluation on diffusion tensor image registration algorithms
  9. Efficient quantization algorithm for real-time MP-3 encoders
  10. Learning spherical hashing based binary codes for face recognition
  11. Implementing situation-aware and user-adaptive music recommendation service in semantic web and real-time multimedia computing environment
  12. Unsupervised digital movie restoration with spatial models of color
  13. An efficient segmentation method using saliency object detection
  14. An improved block size selection method based on macroblock movement characteristic
  15. Categorization for grouping associative items using data mining in item-based collaborative filtering
  16. Directional texture transfer for video
  17. Multimedia cloud transmission and storage system based on internet of things
  18. Steganography integrated into linear predictive coding for low bit-rate speech codec
  19. Mobile-cloud assisted framework for selective encryption of medical images with steganography for resource-constrained devices
  20. An evaluation of image based steganography methods
  21. Segmentation-based multi-class semantic object detection
  22. A hybrid hierarchical framework for classification of breast density using digitized film screen mammograms
  23. Action recognition using lie algebrized gaussians over dense local spatio-temporal features
  24. Action recognition using lie algebrized gaussians over dense local spatio-temporal features
  25. DCAF: An MPEG-21 Dynamic Content Adaptation Framework
  26. Subjective and objective quality assessment of videos in error-prone network environments
  27. Full-scale 3D multimedia preoperative planning system for total ankle joint replacement
  28. Visual graph modeling for scene recognition and mobile robot localization
  29. Spectral segmentation via minimum barrier distance

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