An automatic hierarchical image classification scheme
MULTIMEDIA '98 Proceedings of the sixth ACM international conference on Multimedia
Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
Introduction to MPEG-7: Multimedia Content Description Interface
Introduction to MPEG-7: Multimedia Content Description Interface
Hierarchical clustering of WWW image search results using visual, textual and link information
Proceedings of the 12th annual ACM international conference on Multimedia
Improving recommendation lists through topic diversification
WWW '05 Proceedings of the 14th international conference on World Wide Web
Improving web search results using affinity graph
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Using score distributions for query-time fusion in multimediaretrieval
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Diversifying the image retrieval results
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
A survey of content-based image retrieval with high-level semantics
Pattern Recognition
Comparing clusterings---an information based distance
Journal of Multivariate Analysis
IGroup: presenting web image search results in semantic clusters
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Image clustering based on a shared nearest neighbors approach for tagged collections
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Diversifying image search with user generated content
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
CEDD: color and edge directivity descriptor: a compact descriptor for image indexing and retrieval
ICVS'08 Proceedings of the 6th international conference on Computer vision systems
Multimedia strategies for B3-SDR, based on principal component analysis
INEX'05 Proceedings of the 4th international conference on Initiative for the Evaluation of XML Retrieval
Unsupervised image-set clustering using an information theoretic framework
IEEE Transactions on Image Processing
Visual tag dictionary: interpreting tags with visual words
WSMC '09 Proceedings of the 1st workshop on Web-scale multimedia corpus
Lightweight web image reranking
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Canonical image selection and efficient image graph construction for large-scale flickr photos
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Gathering and ranking photos of named entities with high precision, high recall, and diversity
Proceedings of the third ACM international conference on Web search and data mining
Faceted exploration of image search results
Proceedings of the 19th international conference on World wide web
Dual-ranking for web image retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
A hybrid unsupervised image re-ranking approach with latent topic contents
Proceedings of the ACM International Conference on Image and Video Retrieval
DivQ: diversification for keyword search over structured databases
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Improving the image retrieval system by ranking
Proceedings of the Third International Conference on SImilarity Search and APplications
Group ranking with application to image retrieval
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Supervised reranking for web image search
Proceedings of the international conference on Multimedia
Quantifying tag representativeness of visual content of social images
Proceedings of the international conference on Multimedia
Image tagging and search: a gender oriented study
Proceedings of second ACM SIGMM workshop on Social media
Multimodal image retrieval over a large database
CLEF'09 Proceedings of the 10th international conference on Cross-language evaluation forum: multimedia experiments
Evaluating the visual quality of web pages using a computational aesthetic approach
Proceedings of the fourth ACM international conference on Web search and data mining
Annotate Wikipedia with Flickr images: concepts and case study
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
Visual topic model for web image annotation
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
Summarization of archived and shared personal photo collections
Proceedings of the 20th international conference companion on World wide web
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
Summarization of personal photologs using multidimensional content and context
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Social media driven image retrieval
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Dynamic two-stage image retrieval from large multimodal databases
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Fusion vs. two-stage for multimodal retrieval
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Actions in stillweb images: visualization, detection and retrieval
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Aggregated search result diversification
ICTIR'11 Proceedings of the Third international conference on Advances in information retrieval theory
Sparse spatial selection for novelty-based search result diversification
SPIRE'11 Proceedings of the 18th international conference on String processing and information retrieval
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
MM '11 Proceedings of the 19th ACM international conference on Multimedia
A non-parametric visual-sense model of images--extending the cluster hypothesis beyond text
Multimedia Tools and Applications
Social image search with diverse relevance ranking
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Similarity query postprocessing by ranking
AMR'10 Proceedings of the 8th international conference on Adaptive Multimedia Retrieval: context, exploration, and fusion
A fuzzy rank-based late fusion method for image retrieval
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Privacy-aware image classification and search
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Image ranking based on user browsing behavior
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Diversity in ranking using negative reinforcement
Proceedings of the ACM SIGKDD Workshop on Mining Data Semantics
Proceedings of the 20th ACM international conference on Multimedia
Dynamic two-stage image retrieval from large multimedia databases
Information Processing and Management: an International Journal
Modelling efficient novelty-based search result diversification in metric spaces
Journal of Discrete Algorithms
Leveraging exemplar and saliency model for image search reranking
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Parameter-free and domain-independent similarity search with diversity
Proceedings of the 25th International Conference on Scientific and Statistical Database Management
When Amazon Meets Google: Product Visualization by Exploring Multiple Web Sources
ACM Transactions on Internet Technology (TOIT)
Why not, WINE?: towards answering why-not questions in social image search
Proceedings of the 21st ACM international conference on Multimedia
CIDER: Concept-based image diversification, exploration, and retrieval
Information Processing and Management: an International Journal
Spatial search for K diverse-near neighbors
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Div400: a social image retrieval result diversification dataset
Proceedings of the 5th ACM Multimedia Systems Conference
Journal of Visual Communication and Image Representation
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Due to the reliance on the textual information associated with an image, image search engines on the Web lack the discriminative power to deliver visually diverse search results. The textual descriptions are key to retrieve relevant results for a given user query, but at the same time provide little information about the rich image content. In this paper we investigate three methods for visual diversification of image search results. The methods deploy lightweight clustering techniques in combination with a dynamic weighting function of the visual features, to best capture the discriminative aspects of the resulting set of images that is retrieved. A representative image is selected from each cluster, which together form a diverse result set. Based on a performance evaluation we find that the outcome of the methods closely resembles human perception of diversity, which was established in an extensive clustering experiment carried out by human assessors.