C4.5: programs for machine learning
C4.5: programs for machine learning
An efficient boosting algorithm for combining preferences
The Journal of Machine Learning Research
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
Histograms of Oriented Gradients for Human Detection
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Learning Object Categories from Google"s Image Search
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision - Volume 2
Reranking Methods for Visual Search
IEEE MultiMedia
IntentSearch: interactive on-line image search re-ranking
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Texture classification and segmentation using wavelet frames
IEEE Transactions on Image Processing
IntentSearch: interactive on-line image search re-ranking
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Designing Novel Image Search Interfaces by Understanding Unique Characteristics and Usage
INTERACT '09 Proceedings of the 12th IFIP TC 13 International Conference on Human-Computer Interaction: Part II
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
What can visual content analysis do for text based image search?
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Active reranking for web image search
IEEE Transactions on Image Processing
Concept model-based unsupervised web image re-ranking
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Visual query suggestion: Towards capturing user intent in internet image search
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Supervised reranking for web image search
Proceedings of the international conference on Multimedia
iLike: integrating visual and textual features for vertical search
Proceedings of the international conference on Multimedia
Connecting with the collective: self-contained reranking for collaborative recommendation
Proceedings of the 1st ACM international workshop on Connected multimedia
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Automatic image search based on improved feature descriptors and decision tree
Integrated Computer-Aided Engineering
Using expert-derived aesthetic attributes to help users in exploring image databases
DEXA'11 Proceedings of the 22nd international conference on Database and expert systems applications - Volume Part II
Learning to judge image search results
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Image search result summarization with informative priors
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Joint-rerank: a novel method for image search reranking
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Web image prediction using multivariate point processes
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Online non-feedback image re-ranking via dominant data selection
Proceedings of the 20th ACM international conference on Multimedia
Time-sensitive web image ranking and retrieval via dynamic multi-task regression
Proceedings of the sixth ACM international conference on Web search and data mining
Content-Based re-ranking of text-based image search results
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Multimedia information retrieval on the social web
Proceedings of the 22nd international conference on World Wide Web companion
A heterogenous automatic feedback semi-supervised method for image reranking
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Multimedia search reranking: A literature survey
ACM Computing Surveys (CSUR)
Robust image retrieval with hidden classes
Computer Vision and Image Understanding
A new ROI based image retrieval system using an auxiliary Gaussian weighting scheme
Multimedia Tools and Applications
SalientShape: group saliency in image collections
The Visual Computer: International Journal of Computer Graphics
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Nowadays, web-scale image search engines (e.g. Google, Live Image Search) rely almost purely on surrounding text features. This leads to ambiguous and noisy results. We propose to use adaptive visual similarity to re-rank the text-based search results. A query image is first categorized into one of several predefined intention categories, and a specific similarity measure is used inside each category to combine image features for re-ranking based on the query image. Extensive experiments demonstrate that using this algorithm to filter output of Google and Live Image Search is a practical and effective way to dramatically improve the user experience. A real-time image search engine is developed for on-line image search with re-ranking: http://mmlab.ie.cuhk.edu.hk/intentsearch