The anatomy of a large-scale hypertextual Web search engine
WWW7 Proceedings of the seventh international conference on World Wide Web 7
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
Shape Matching and Object Recognition Using Shape Contexts
IEEE Transactions on Pattern Analysis and Machine Intelligence
Diffusion Kernels on Graphs and Other Discrete Input Spaces
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
Robust Real-Time Face Detection
International Journal of Computer Vision
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
A Performance Evaluation of Local Descriptors
IEEE Transactions on Pattern Analysis and Machine Intelligence
Scalable Recognition with a Vocabulary Tree
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Canonical image selection from the web
Proceedings of the 6th ACM international conference on Image and video retrieval
Majority based ranking approach in web image retrieval
CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
Learning a restricted Bayesian network for object detection
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
SURF: speeded up robust features
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part I
Content-free image retrieval by combinations of keywords and user feedbacks
CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
Finding image exemplars using fast sparse affinity propagation
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Web search and information credibility analysis: bridging the gap between Web1.0 and Web2.0
Proceedings of the 3rd International Conference on Ubiquitous Information Management and Communication
Ranking and classifying attractiveness of photos in folksonomies
Proceedings of the 18th international conference on World wide web
A game based approach to assign geographical relevance to web images
Proceedings of the 18th international conference on World wide web
Automatic video tagging using content redundancy
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
CrowdReranking: exploring multiple search engines for visual search reranking
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
The role of tags and image aesthetics in social image search
WSM '09 Proceedings of the first SIGMM workshop on Social media
Mining city landmarks from blogs by graph modeling
MM '09 Proceedings of the 17th ACM international conference on Multimedia
MM '09 Proceedings of the 17th ACM international conference on Multimedia
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Fast near duplicate detection for personal image collections
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Link prediction of multimedia social network via unsupervised face recognition
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Event detection from flickr data through wavelet-based spatial analysis
Proceedings of the 18th ACM conference on Information and knowledge management
Improving keyword based web image search with visual feature distribution and term expansion
Knowledge and Information Systems
Knowledge discovery over community-sharing media: from signal to intelligence
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
What can visual content analysis do for text based image search?
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Observation of network structure in amazon.com
ISI'09 Proceedings of the 2009 IEEE international conference on Intelligence and security informatics
Ranking canonical views for tourist attractions
Multimedia Tools and Applications
Shape rank: efficient web3D search technique using 3D features
Proceedings of the international conference on Multimedia information retrieval
Active reranking for web image search
IEEE Transactions on Image Processing
RankCompete: simultaneous ranking and clustering of web photos
Proceedings of the 19th international conference on World wide web
Co-reranking by mutual reinforcement for image search
Proceedings of the ACM International Conference on Image and Video Retrieval
Weighting visual features with pseudo relevance feedback for CBIR
Proceedings of the ACM International Conference on Image and Video Retrieval
Accessible image search for colorblindness
ACM Transactions on Intelligent Systems and Technology (TIST)
Hidden conditional ordinal random fields for sequence classification
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II
Structured output ordinal regression for dynamic facial emotion intensity prediction
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Annotate Wikipedia with Flickr images: concepts and case study
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
Userrank for item-based collaborative filtering recommendation
Information Processing Letters
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
Automatic image search based on improved feature descriptors and decision tree
Integrated Computer-Aided Engineering
Diversity ranking for video retrieval from a broadcaster archive
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Content redundancy in YouTube and its application to video tagging
ACM Transactions on Information Systems (TOIS)
Logical formalization of multimedia interpretation
Knowledge-driven multimedia information extraction and ontology evolution
Mining flickr landmarks by modeling reconstruction sparsity
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media
Simple low-dimensional features approximating NCC-based image matching
Pattern Recognition Letters
Beyond search: Event-driven summarization for web videos
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Retrieving and ranking unannotated images through collaboratively mining online search results
Proceedings of the 20th ACM international conference on Information and knowledge management
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Image similarity: from syntax to weak semantics
Multimedia Tools and Applications
Leveraging user comments for aesthetic aware image search reranking
Proceedings of the 21st international conference on World Wide Web
The impact of images on user clicks in product search
Proceedings of the Twelfth International Workshop on Multimedia Data Mining
Image ranking based on user browsing behavior
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
In-video product annotation with web information mining
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Inferring gene interaction networks from ISH images via kernelized graphical models
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Mobile product image search by automatic query object extraction
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Leveraging exemplar and saliency model for image search reranking
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Unified entity search in social media community
Proceedings of the 22nd international conference on World Wide Web
When Amazon Meets Google: Product Visualization by Exploring Multiple Web Sources
ACM Transactions on Internet Technology (TOIT)
Efficient image and tag co-ranking: a bregman divergence optimization method
Proceedings of the 21st ACM international conference on Multimedia
Cross-modal social image clustering and tag cleansing
Journal of Visual Communication and Image Representation
Multimedia search reranking: A literature survey
ACM Computing Surveys (CSUR)
Visualizing brand associations from web community photos
Proceedings of the 7th ACM international conference on Web search and data mining
MODM: multi-objective diffusion model for dynamic social networks using evolutionary algorithm
The Journal of Supercomputing
Journal of Visual Communication and Image Representation
Conditional ordinal random fields for structured ordinal-valued label prediction
Data Mining and Knowledge Discovery
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In this paper, we cast the image-ranking problem into the task of identifying "authority" nodes on an inferred visual similarity graph and propose an algorithm to analyze the visual link structure that can be created among a group of images. Through an iterative procedure based on the PageRank computation, a numerical weight is assigned to each image; this measures its relative importance to the other images being considered. The incorporation of visual signals in this process differs from the majority of large-scale commercial-search engines in use today. Commercial search-engines often solely rely on the text clues of the pages in which images are embedded to rank images, and often entirely ignore the content of the images themselves as a ranking signal. To quantify the performance of our approach in a real-world system, we conducted a series of experiments based on the task of retrieving images for 2000 of the most popular products queries. Our experimental results show significant improvement, in terms of user satisfaction and relevancy, in comparison to the most recent Google Image Search results.