Video Google: A Text Retrieval Approach to Object Matching in Videos
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Labeling images with a computer game
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Beyond Bags of Features: Spatial Pyramid Matching for Recognizing Natural Scene Categories
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Evaluation campaigns and TRECVid
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
International Journal of Computer Vision
Robust Object Recognition with Cortex-Like Mechanisms
IEEE Transactions on Pattern Analysis and Machine Intelligence
Bigtable: a distributed storage system for structured data
OSDI '06 Proceedings of the 7th USENIX Symposium on Operating Systems Design and Implementation - Volume 7
Identifying relevant frames in weakly labeled videos for training concept detectors
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
(Un)Reliability of video concept detection
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Performance evaluation of relevance feedback methods
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Randomized Clustering Forests for Image Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
80 Million Tiny Images: A Large Data Set for Nonparametric Object and Scene Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Deep networks for image retrieval on large-scale databases
MM '08 Proceedings of the 16th ACM international conference on Multimedia
The MIR flickr retrieval evaluation
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Learning tag relevance by neighbor voting for social image retrieval
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
An automatic translation of tags for multimedia contents using folksonomy networks
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Real-time bag of words, approximately
Proceedings of the ACM International Conference on Image and Video Retrieval
Improving Folksonomies Using Formal Knowledge: A Case Study on Search
ASWC '09 Proceedings of the 4th Asian Conference on The Semantic Web
Performance measures for multilabel evaluation: a case study in the area of image classification
Proceedings of the international conference on Multimedia information retrieval
Image annotation with tagprop on the MIRFLICKR set
Proceedings of the international conference on Multimedia information retrieval
Proceedings of the international conference on Multimedia information retrieval
Proceedings of the international conference on Multimedia information retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Evaluating Color Descriptors for Object and Scene Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Overview of the CLEF 2009 large-scale visual concept detection and annotation task
CLEF'09 Proceedings of the 10th international conference on Cross-language evaluation forum: multimedia experiments
The University of Aamsterdam's concept detection system at ImageCLEF 2009
CLEF'09 Proceedings of the 10th international conference on Cross-language evaluation forum: multimedia experiments
Image searching and browsing by active aspect-based relevance learning
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
IEEE Transactions on Circuits and Systems for Video Technology
Proceedings of the 1st ACM international workshop on Connected multimedia
RetrievalLab: a programming tool for content based retrieval
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Reading between the tags to predict real-world size-class for visually depicted objects in images
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Image abstraction in crossmedia retrieval for text illustration
ECIR'12 Proceedings of the 34th European conference on Advances in Information Retrieval
Multi-modal region selection approach for training object detectors
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Assistive tagging: A survey of multimedia tagging with human-computer joint exploration
ACM Computing Surveys (CSUR)
Proceedings of the 2012 international workshop on Socially-aware multimedia
Learning class-to-image distance via large margin and l1-norm regularization
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
An efficient parallel strategy for matching visual self-similarities in large image databases
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part I
Enhanced representation and multi-task learning for image annotation
Computer Vision and Image Understanding
Comparison of mid-level feature coding approaches and pooling strategies in visual concept detection
Computer Vision and Image Understanding
Computer Vision and Image Understanding
Editorial: Special issue on visual concept detection in the MIRFLICKR/ImageCLEF benchmark
Computer Vision and Image Understanding
Pooling in image representation: The visual codeword point of view
Computer Vision and Image Understanding
Multifeature analysis and semantic context learning for image classification
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Strong geometrical consistency in large scale partial-duplicate image search
Proceedings of the 21st ACM international conference on Multimedia
Using tagged images of low visual ambiguity to boost the learning efficiency of object detectors
Proceedings of the 21st ACM international conference on Multimedia
Learning compact hashing codes for efficient tag completion and prediction
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Scalable training with approximate incremental laplacian eigenmaps and PCA
Proceedings of the 21st ACM international conference on Multimedia
Multimedia search reranking: A literature survey
ACM Computing Surveys (CSUR)
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The MIR Flickr collection consists of 25000 high-quality photographic images of thousands of Flickr users, made available under the Creative Commons license. The database includes all the original user tags and EXIF metadata. Additionally, detailed and accurate annotations are provided for topics corresponding to the most prominent visual concepts in the user tag data. The rich metadata allow for a wide variety of image retrieval benchmarking scenarios. In this paper, we provide an overview of the various strategies that were devised for automatic visual concept detection using the MIR Flickr collection. In particular we discuss results from various experiments in combining social data and low-level content-based descriptors to improve the accuracy of visual concept classifiers. Additionally, we present retrieval results obtained by relevance feedback methods, demonstrating (i) how their performance can be enhanced using features based on visual concept classifiers, and (ii) how their performance, based on small samples, can be measured relative to their large sample classifier counterparts. Additionally, we identify a number of promising trends and ideas in visual concept detection. To keep the MIR Flickr collection up-to-date on these developments, we have formulated two new initiatives to extend the original image collection. First, the collection will be extended to one million Creative Commons Flickr images. Second, a number of state-of-the-art content-based descriptors will be made available for the entire collection.