Term-weighting approaches in automatic text retrieval
Information Processing and Management: an International Journal
Automatic caption localization for photographs on World Wide Web pages
Information Processing and Management: an International Journal
Unifying textual and visual cues for content-based image retrieval on the World Wide Web
Computer Vision and Image Understanding - Special issue on content-based access for image and video libraries
The Earth Mover's Distance as a Metric for Image Retrieval
International Journal of Computer Vision
Unsupervised Segmentation of Color-Texture Regions in Images and Video
IEEE Transactions on Pattern Analysis and Machine Intelligence
SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture LIbraries
IEEE Transactions on Pattern Analysis and Machine Intelligence
Empirical evaluation of dissimilarity measures for color and texture
Computer Vision and Image Understanding - Special issue on empirical evaluation of computer vision algorithms
Visually Searching the Web for Content
IEEE MultiMedia
Efficient Color Histogram Indexing for Quadratic Form Distance Functions
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning-based linguistic indexing of pictures with 2--d MHMMs
Proceedings of the tenth ACM international conference on Multimedia
Object Recognition as Machine Translation: Learning a Lexicon for a Fixed Image Vocabulary
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Recognition of Images in Large Databases Using a Learning Framework
Recognition of Images in Large Databases Using a Learning Framework
WebSeer: An Image Search Engine for the World Wide Web
WebSeer: An Image Search Engine for the World Wide Web
ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 2
A bootstrapping framework for annotating and retrieving WWW images
Proceedings of the 12th annual ACM international conference on Multimedia
A unified framework for image database clustering and content-based retrieval
Proceedings of the 2nd ACM international workshop on Multimedia databases
Image region entropy: a measure of "visualness" of web images associated with one concept
Proceedings of the 13th annual ACM international conference on Multimedia
Probabilistic web image gathering
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
Finding visual concepts by web image mining
Proceedings of the 15th international conference on World Wide Web
Image collector III: a web image-gathering system with bag-of-keypoints
Proceedings of the 16th international conference on World Wide Web
Detection of near-duplicate images for web search
Proceedings of the 6th ACM international conference on Image and video retrieval
Proceedings of the 15th international conference on Multimedia
Automatic web image selection with a probabilistic latent topic model
Proceedings of the 17th international conference on World Wide Web
Web Image Clustering Based on Multi-instance
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Canonical contextual distance for large-scale image annotation and retrieval
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Web image gathering with region-based bag-of-features and multiple instance learning
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Leveraging social media for training object detectors
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Region-based automatic web image selection
Proceedings of the international conference on Multimedia information retrieval
Web image gathering with a part-based object recognition method
MMM'08 Proceedings of the 14th international conference on Advances in multimedia modeling
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
QI'11 Proceedings of the 5th international conference on Quantum interaction
Web image retrieval refinement by visual contents
WAIM '06 Proceedings of the 7th international conference on Advances in Web-Age Information Management
Image classification for digital archive management
ICADL'05 Proceedings of the 8th international conference on Asian Digital Libraries: implementing strategies and sharing experiences
Automatic extraction of relevant video shots of specific actions exploiting Web data
Computer Vision and Image Understanding
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In this paper, we describe a generic image classification system with an automatic knowledge acquisition mechanism from the World-Wide Web. Due to the recent spread of digital imaging devices, the demand for image recognition of various kinds of real world scenes becomes greater. For realizing it, visual knowledge on various kinds of scenes is required. Then, we propose gathering visual knowledge on real world scenes for generic image classification from the World-Wide Web. Our system gathers a large number of images from the Web automatically and makes use of them as training images for generic image classification. It consists of three modules, which are an image-gathering module, an image-learning module and an image classification module. The image-gathering module gathers images related to given class keywords from the Web automatically. The learning module extracts image features from gathered images and associates them with each class. The image classification module classifies an unknown image into one of the classes corresponding to the class keywords by using the association between image features and classes. In the experiments, we achieved a classification rate 44.6% for generic images by using images gathered from the World-Wide Web automatically as training images.