2016 · 13 citations · 15 references
Image AnalysisInformation RetrievalData ScienceMachine LearningPattern RecognitionImage RetrievalNew DatasetDiversification TechniquesKnowledge DiscoveryEngineeringText-to-image RetrievalShared EvaluationContent-based Image RetrievalDeep LearningContent AnalysisImage SearchText MiningMultimedia Search
In this paper we introduce a new dataset, Div150Multi, that was designed to support shared evaluation of diversification techniques in different areas of social media photo retrieval and related areas. The dataset comes with associated relevance and diversity assessments performed by trusted annotators. The data consists of around 300 complex queries represented via 86,769 Flickr photos, around 27M photo links for around 6,000 users, metadata, Wikipedia pages and content descriptors for text and visual modalities, including state of the art deep features. To facilitate distribution, only Creative Commons content allowing redistribution was included in the dataset. The proposed dataset was validated during the 2015 Retrieving Diverse Social Images Task at the MediaEval Benchmarking.
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Rakesh Agrawal, Sreenivas Gollapudi, Alan Halverson et al. · 2009 · 1K citations
The New Data and New Challenges in Multimedia Research.
Bart Thomée, David A. Shamma, Gerald Friedland et al. · arXiv (Cornell University) · 2015 · 249 citations · Full text
Visual diversification of image search results
Reinier H. van Leuken, Lluis Garcia, Ximena Olivares et al. · 2009 · 214 citations
Visual Diversification, Image Search Engines, Image Analysis +14
Learning for search result diversification
Yadong Zhu, Yanyan Lan, Jiafeng Guo et al. · 2014 · 90 citations
Natural Language Processing, Search Technology, Ranking Algorithm +15