Modern Information Retrieval
Statistical Learning of Multi-view Face Detection
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Text Area Detection from Video Frames
PCM '01 Proceedings of the Second IEEE Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
The Journal of Machine Learning Research
Contrast-based image attention analysis by using fuzzy growing
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Modeling the Clickstream: Implications for Web-Based Advertising Efforts
Marketing Science
Convex Optimization
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
Impedance coupling in content-targeted advertising
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Finding advertising keywords on web pages
Proceedings of the 15th international conference on World Wide Web
Detecting online commercial intention (OCI)
Proceedings of the 15th international conference on World Wide Web
Building bridges for web query classification
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Extraction of social context and application to personal multimedia exploration
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Personalized ambient media experience: move.me case study
Proceedings of the 12th international conference on Intelligent user interfaces
The effects of online advertising
Communications of the ACM - Emergency response information systems: emerging trends and technologies
Clustering and searching WWW images using link and page layout analysis
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Demographic prediction based on user's browsing behavior
Proceedings of the 16th international conference on World Wide Web
Predicting clicks: estimating the click-through rate for new ads
Proceedings of the 16th international conference on World Wide Web
Keyword Generation for Search Engine Advertising
ICDMW '06 Proceedings of the Sixth IEEE International Conference on Data Mining - Workshops
A semantic approach to contextual advertising
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
AdWords and generalized online matching
Journal of the ACM (JACM)
vADeo: video advertising system
Proceedings of the 15th international conference on Multimedia
Proceedings of the 15th international conference on Multimedia
VideoSense: towards effective online video advertising
Proceedings of the 15th international conference on Multimedia
A noisy-channel approach to contextual advertising
Proceedings of the 1st international workshop on Data mining and audience intelligence for advertising
Finding keyword from online broadcasting content for targeted advertising
Proceedings of the 1st international workshop on Data mining and audience intelligence for advertising
AdImage: video advertising by image matching and ad scheduling optimization
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Contextual in-image advertising
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Delivering online advertisements inside images
MM '08 Proceedings of the 16th ACM international conference on Multimedia
VideoSense: a contextual in-video advertising system
IEEE Transactions on Circuits and Systems for Video Technology
'Oh web image, where art thou?'
MMM'08 Proceedings of the 14th international conference on Advances in multimedia modeling
Multimedia encyclopedia construction by mining web knowledge
Signal Processing
Static saliency vs. dynamic saliency: a comparative study
Proceedings of the 21st ACM international conference on Multimedia
Detecting profilable and overlapping communities with user-generated multimedia contents in LBSNs
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
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The daunting volumes of community-contributed media contents on the Internet have become one of the primary sources for online advertising. However, conventional advertising treats image and video advertising as general text advertising by displaying relevant ads based on the contents of the Web page, without considering the inherent characteristics of visual contents. This article presents a contextual advertising system driven by images, which automatically associates relevant ads with an image rather than the entire text in a Web page and seamlessly inserts the ads in the nonintrusive areas within each individual image. The proposed system, called ImageSense, supports scalable advertising of, from root to node, Web sites, pages, and images. In ImageSense, the ads are selected based on not only textual relevance but also visual similarity, so that the ads yield contextual relevance to both the text in the Web page and the image content. The ad insertion positions are detected based on image salience, as well as face and text detection, to minimize intrusiveness to the user. We evaluate ImageSense on a large-scale real-world images and Web pages, and demonstrate the effectiveness of ImageSense for online image advertising.