The nature of statistical learning theory
The nature of statistical learning theory
The anatomy of a large-scale hypertextual Web search engine
WWW7 Proceedings of the seventh international conference on World Wide Web 7
Visual preview for link traversal on the World Wide Web
WWW '99 Proceedings of the eighth international conference on World Wide Web
OCELOT: a system for summarizing Web pages
SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
Using thumbnails to search the Web
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Seeing the whole in parts: text summarization for web browsing on handheld devices
Proceedings of the 10th international conference on World Wide Web
Machine Learning
Do thumbnail previews help users make better relevance decisions about web search results?
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Integrating back, history and bookmarks in web browsers
CHI '01 Extended Abstracts on Human Factors in Computing Systems
Optimizing search engines using clickthrough data
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
ACM SIGIR Forum
Web Page Caricatures: Multimedia Summaries for WWW Documents
ICMCS '98 Proceedings of the IEEE International Conference on Multimedia Computing and Systems
Boosting Chain Learning for Object Detection
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
An efficient boosting algorithm for combining preferences
The Journal of Machine Learning Research
Image Retrieval Using Multiple Evidence Ranking
IEEE Transactions on Knowledge and Data Engineering
Web-page classification through summarization
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Hierarchical clustering of WWW image search results using visual, textual and link information
Proceedings of the 12th annual ACM international conference on Multimedia
Learning No-Reference Quality Metric by Examples
MMM '05 Proceedings of the 11th International Multimedia Modelling Conference
Building bridges for web query classification
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Image quality assessment: from error visibility to structural similarity
IEEE Transactions on Image Processing
Delivering online advertisements inside images
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Deriving image-text document surrogates to optimize cognition
Proceedings of the 9th ACM symposium on Document engineering
Identifying auxiliary web images using combination of analyses
MM '09 Proceedings of the 17th ACM international conference on Multimedia
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Visual summarization of web pages
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Wish I hadn't clicked that: context based icons for mobile web navigation and directed search tasks
Proceedings of the 16th international conference on Intelligent user interfaces
A case for query by image and text content: searching computer help using screenshots and keywords
Proceedings of the 20th international conference on World wide web
Summarizing textual information about locations
Proceedings of the 2nd International Conference on Computing for Geospatial Research & Applications
Presenting search results of meeting documents
Proceedings of the 23rd Australian Computer-Human Interaction Conference
Seeing beyond reading: a survey on visual text analytics
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
A user interface guide for web search systems
Proceedings of the 24th Australian Computer-Human Interaction Conference
Automatic generation of social media snippets for mobile browsing
Proceedings of the 21st ACM international conference on Multimedia
Augmenting web search surrogates with images
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Web Intelligence and Agent Systems
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Current web search engines return result pages containing mostly text summary even though the matched web pages may contain informative pictures. A text excerpt (i.e. snippet) is generated by selecting keywords around the matched query terms for each returned page to provide context for user's relevance judgment. However, in many scenarios, we found that the pictures in web pages, if selected properly, could be added into search result pages and provide richer contextual description because a picture is worth a thousand words. Such new summary is named as image excerpts. By well designed user study, we demonstrate image excerpts can help users make much quicker relevance judgment of search results for a wide range of query types. To implement this idea, we propose a practicable approach to automatically generate image excerpts in the result pages by considering the dominance of each picture in each web page and the relevance of the picture to the query. We also outline an efficient way to incorporate image excerpts in web search engines. Web search engines can adopt our approach by slightly modifying their index and inserting a few low cost operations in their workflow. Our experiments on a large web dataset indicate the performance of the proposed approach is very promising.