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CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
AnnoSearch: Image Auto-Annotation by Search
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CVPRW '06 Proceedings of the 2006 Conference on Computer Vision and Pattern Recognition Workshop
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Computational Linguistics
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MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
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SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
VAST MM: multimedia browser for presentation video
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Towards optimal bag-of-features for object categorization and semantic video retrieval
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Video search in concept subspace: a text-like paradigm
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Information-theoretic semantic multimedia indexing
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FXPAL MediaMagic video search system
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Inexpensive fusion methods for enhancing feature detection
Image Communication
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Machine Learning
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Proceedings of the international workshop on TRECVID video summarization
Video diver: generic video indexing with diverse features
Proceedings of the international workshop on Workshop on multimedia information retrieval
Exploiting redundancy in cross-channel video retrieval
Proceedings of the international workshop on Workshop on multimedia information retrieval
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Proceedings of the international workshop on Workshop on multimedia information retrieval
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Information Retrieval
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Proceedings of the 15th international conference on Multimedia
Video search re-ranking via multi-graph propagation
Proceedings of the 15th international conference on Multimedia
The importance of query-concept-mapping for automatic video retrieval
Proceedings of the 15th international conference on Multimedia
Segregated feedback with performance-based adaptive sampling for interactive news video retrieval
Proceedings of the 15th international conference on Multimedia
Query on demand video browsing
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Video summarisation: A conceptual framework and survey of the state of the art
Journal of Visual Communication and Image Representation
LabelMe: A Database and Web-Based Tool for Image Annotation
International Journal of Computer Vision
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Interactive access to large image collections using similarity-based visualization
Journal of Visual Languages and Computing
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Computer Vision and Image Understanding
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Computer Vision and Image Understanding
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CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Web-based information content and its application to concept-based video retrieval
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Experiments in interactive video search by addition and subtraction
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Balancing thread based navigation for targeted video search
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
iBingo mobile collaborative search
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Local invariant feature detectors: a survey
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Randomized Clustering Forests for Image Classification
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IEEE Transactions on Pattern Analysis and Machine Intelligence
Multi-cue fusion for semantic video indexing
MM '08 Proceedings of the 16th ACM international conference on Multimedia
CuZero: embracing the frontier of interactive visual search for informed users
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CLEF'08 Proceedings of the 9th Cross-language evaluation forum conference on Evaluating systems for multilingual and multimodal information access
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Supervised reranking for web image search
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Narrative theme navigation for sitcoms supported by fan-generated scripts
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PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
Visual query expansion via incremental hypernetwork models of image and text
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CLEF'09 Proceedings of the 10th international conference on Cross-language evaluation forum: multimedia experiments
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MM '11 Proceedings of the 19th ACM international conference on Multimedia
Automatic concept-to-query mapping for web-based concept detector training
MM '11 Proceedings of the 19th ACM international conference on Multimedia
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MM '11 Proceedings of the 19th ACM international conference on Multimedia
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Acoustic super models for large scale video event detection
J-MRE '11 Proceedings of the 2011 joint ACM workshop on Modeling and representing events
Beyond shot retrieval: searching for broadcast news items using language models of concepts
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
Collaborative video reindexing via matrix factorization
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Assistive tagging: A survey of multimedia tagging with human-computer joint exploration
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Multimedia Tools and Applications
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Multi-Label Classification Method for Multimedia Tagging
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Correlation-Based Ranking for Large-Scale Video Concept Retrieval
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Zero-shot video retrieval using content and concepts
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Machine Vision and Applications
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Hi-index | 0.01 |
In this paper, we review 300 references on video retrieval, indicating when text-only solutions are unsatisfactory and showing the promising alternatives which are in majority concept-based. Therefore, central to our discussion is the notion of a semantic concept: an objective linguistic description of an observable entity. Specifically, we present our view on how its automated detection, selection under uncertainty, and interactive usage might solve the major scientific problem for video retrieval: the semantic gap. To bridge the gap, we lay down the anatomy of a concept-based video search engine. We present a component-wise decomposition of such an interdisciplinary multimedia system, covering influences from information retrieval, computer vision, machine learning, and human–computer interaction. For each of the components we review state-of-the-art solutions in the literature, each having different characteristics and merits. Because of these differences, we cannot understand the progress in video retrieval without serious evaluation efforts such as carried out in the NIST TRECVID benchmark. We discuss its data, tasks, results, and the many derived community initiatives in creating annotations and baselines for repeatable experiments. We conclude with our perspective on future challenges and opportunities.