SIGDOC '86 Proceedings of the 5th annual international conference on Systems documentation
Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
Verbs semantics and lexical selection
ACL '94 Proceedings of the 32nd annual meeting on Association for Computational Linguistics
A statistical method for system evaluation using incomplete judgments
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Large-Scale Concept Ontology for Multimedia
IEEE MultiMedia
To search or to label?: predicting the performance of search-based automatic image classifiers
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Evaluation campaigns and TRECVid
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
The challenge problem for automated detection of 101 semantic concepts in multimedia
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
International Journal of Computer Vision
World explorer: visualizing aggregate data from unstructured text in geo-referenced collections
Proceedings of the 7th ACM/IEEE-CS joint conference on Digital libraries
The Google Similarity Distance
IEEE Transactions on Knowledge and Data Engineering
Self-taught learning: transfer learning from unlabeled data
Proceedings of the 24th international conference on Machine learning
Towards optimal bag-of-features for object categorization and semantic video retrieval
Proceedings of the 6th ACM international conference on Image and video retrieval
Cross-domain video concept detection using adaptive svms
Proceedings of the 15th international conference on Multimedia
Proceedings of the 15th international conference on Multimedia
Ontology-enriched semantic space for video search
Proceedings of the 15th international conference on Multimedia
Semantic concept-based query expansion and re-ranking for multimedia retrieval
Proceedings of the 15th international conference on Multimedia
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
Topic-bridged PLSA for cross-domain text classification
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Fusing semantics, observability, reliability and diversity of concept detectors for video search
MM '08 Proceedings of the 16th ACM international conference on Multimedia
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Using information content to evaluate semantic similarity in a taxonomy
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
Video retrieval using high level features: exploiting query matching and confidence-based weighting
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Adding Semantics to Detectors for Video Retrieval
IEEE Transactions on Multimedia
Utilizing related samples to learn complex queries in interactive concept-based video search
Proceedings of the ACM International Conference on Image and Video Retrieval
The effect of semantic relatedness measures on multi-label classification evaluation
Proceedings of the ACM International Conference on Image and Video Retrieval
Building contextual visual vocabulary for large-scale image applications
Proceedings of the international conference on Multimedia
Towards a universal detector by mining concepts with small semantic gaps
Proceedings of the international conference on Multimedia
Fuzzy based contextual cueing for region level annotation
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
A visualized communication system using cross-media semantic association
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
Fusing heterogeneous modalities for video and image re-ranking
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
On the pooling of positive examples with ontology for visual concept learning
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Automatic tag generation and ranking for sensor-rich outdoor videos
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Learning heterogeneous data for hierarchical web video classification
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Coached active learning for interactive video search
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Learning concept bundles for video search with complex queries
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Short communication: Towards a universal detector by mining concepts with small semantic gaps
Expert Systems with Applications: An International Journal
Interactive data-driven discovery of temporal behavior models from events in media streams
Proceedings of the 20th ACM international conference on Multimedia
Knowledge adaptation for ad hoc multimedia event detection with few exemplars
Proceedings of the 20th ACM international conference on Multimedia
Predicting domain adaptivity: redo or recycle?
Proceedings of the 20th ACM international conference on Multimedia
Dynamic vocabularies for web-based concept detection by trend discovery
Proceedings of the 20th ACM international conference on Multimedia
Correlation-Based Ranking for Large-Scale Video Concept Retrieval
International Journal of Multimedia Data Engineering & Management
Effective transfer tagging from image to video
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
An integrated semantic-based approach in concept based video retrieval
Multimedia Tools and Applications
Semantic browsing in large scale videos collection
Proceedings of the 10th Conference on Open Research Areas in Information Retrieval
Video exploration tool based on semantic network
Proceedings of the 10th Conference on Open Research Areas in Information Retrieval
Contextual object category recognition for RGB-D scene labeling
Robotics and Autonomous Systems
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Automatic video search based on semantic concept detectors has recently received significant attention. Since the number of available detectors is much smaller than the size of human vocabulary, one major challenge is to select appropriate detectors to response user queries. In this paper, we propose a novel approach that leverages heterogeneous knowledge sources for domain adaptive video search. First, instead of utilizing WordNet as most existing works, we exploit the context information associated with Flickr images to estimate query-detector similarity. The resulting measurement, named Flickr context similarity (FCS), reflects the co-occurrence statistics of words in image context rather than textual corpus. Starting from an initial detector set determined by FCS, our approach novelly transfers semantic context learned from test data domain to adaptively refine the query-detector similarity. The semantic context transfer process provides an effective means to cope with the domain shift between external knowledge source (e.g., Flickr context) and test data, which is a critical issue in video search. To the best of our knowledge, this work represents the first research aiming to tackle the challenging issue of domain change in video search. Extensive experiments on 120 textual queries over TRECVID 2005-2008 data sets demonstrate the effectiveness of semantic context transfer for domain adaptive video search. Results also show that the FCS is suitable for measuring query-detector similarity, producing better performance to various other popular measures.