Learning tag relevance by neighbor voting for social image retrieval
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Deep learning from temporal coherence in video
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
A descriptor for large scale image retrieval based on sketched feature lines
Proceedings of the 6th Eurographics Symposium on Sketch-Based Interfaces and Modeling
Experimental Analysis of Insertion Costs in a Naïve Dynamic MDF-Tree
IbPRIA '09 Proceedings of the 4th Iberian Conference on Pattern Recognition and Image Analysis
Foundations and Trends in Information Retrieval
Making Archetypal Analysis Practical
Proceedings of the 31st DAGM Symposium on Pattern Recognition
Removing image artifacts due to dirty camera lenses and thin occluders
ACM SIGGRAPH Asia 2009 papers
Canonical contextual distance for large-scale image annotation and retrieval
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
Image categorization combining neighborhood methods and boosting
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
Using large-scale web data to facilitate textual query based retrieval of consumer photos
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Descriptive visual words and visual phrases for image applications
MM '09 Proceedings of the 17th ACM international conference on Multimedia
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Inferring semantic concepts from community-contributed images and noisy tags
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Evaluation of GIST descriptors for web-scale image search
Proceedings of the ACM International Conference on Image and Video Retrieval
NUS-WIDE: a real-world web image database from National University of Singapore
Proceedings of the ACM International Conference on Image and Video Retrieval
Ontologies and semantic mining for bio-technology and chemistry data and patents
Proceedings of the 2nd international workshop on Patent information retrieval
Knowledge discovery over community-sharing media: from signal to intelligence
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
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
Learning social tag relevance by neighbor voting
IEEE Transactions on Multimedia
Scalable learning for object detection with GPU hardware
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Autonomous indoor helicopter flight using a single onboard camera
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Incremental indexing and distributed image search using shared randomized vocabularies
Proceedings of the international conference on Multimedia information retrieval
New trends and ideas in visual concept detection: the MIR flickr retrieval evaluation initiative
Proceedings of the international conference on Multimedia information retrieval
Web-scale computer vision using MapReduce for multimedia data mining
Proceedings of the Tenth International Workshop on Multimedia Data Mining
Proceedings of the ACM International Conference on Image and Video Retrieval
Structured max-margin learning for multi-label image annotation
Proceedings of the ACM International Conference on Image and Video Retrieval
Emotion related structures in large image databases
Proceedings of the ACM International Conference on Image and Video Retrieval
Automatic tag expansion using visual similarity for photo sharing websites
Multimedia Tools and Applications
Object Recognition in 3D Point Clouds Using Web Data and Domain Adaptation
International Journal of Robotics Research
Detecting activities from body-worn accelerometers via instance-based algorithms
Pervasive and Mobile Computing
Yes we can: simplex volume maximization for descriptive web-scale matrix factorization
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Image segmentation with patch-pair density priors
Proceedings of the international conference on Multimedia
S3MKL: scalable semi-supervised multiple kernel learning for image data mining
Proceedings of the international conference on Multimedia
Image tag refinement towards low-rank, content-tag prior and error sparsity
Proceedings of the international conference on Multimedia
Proceedings of the international conference on Multimedia
Vicept: link visual features to concepts for large-scale image understanding
Proceedings of the international conference on Multimedia
Keep moving!: revisiting thumbnails for mobile video retrieval
Proceedings of the international conference on Multimedia
Auto-tagging of images in non-english languages using tag language conversion
Proceedings of the international conference on Multimedia
Nearest-neighbor classification using unlabeled data for real world image application
Proceedings of the international conference on Multimedia
Understanding multimedia content using web scale social media data
Proceedings of the international conference on Multimedia
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Semantic label sharing for learning with many categories
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Continuous visual codebooks with a limited branching tree growing neural gas
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part III
Improving the fisher kernel for large-scale image classification
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Efficiently scaling up video annotation with crowdsourced marketplaces
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
What does classifying more than 10,000 image categories tell us?
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Modeling and analysis of dynamic behaviors of web image collections
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Superparsing: scalable nonparametric image parsing with superpixels
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Supervised label transfer for semantic segmentation of street scenes
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Image annotation by kNN-sparse graph-based label propagation over noisily tagged web images
ACM Transactions on Intelligent Systems and Technology (TIST)
Determining the best suited semantic events for cognitive surveillance
Expert Systems with Applications: An International Journal
A disk-aware algorithm for time series motif discovery
Data Mining and Knowledge Discovery
Measuring and Predicting Object Importance
International Journal of Computer Vision
Personalization in multimedia retrieval: A survey
Multimedia Tools and Applications
Communications of the ACM
Size matters! how thumbnail number, size, and motion influence mobile video retrieval
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
Exploiting Textons distributions on spatial hierarchy for scene classification
Journal on Image and Video Processing - Special issue on selected papers from multimedia modeling conference 2009
Massive character recognition with a large ground-truthed database
Proceedings of the 2011 ACM Symposium on Applied Computing
Social negative bootstrapping for visual categorization
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Lost in binarization: query-adaptive ranking for similar image search with compact codes
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Tall and skinny QR factorizations in MapReduce architectures
Proceedings of the second international workshop on MapReduce and its applications
Data-driven visual similarity for cross-domain image matching
Proceedings of the 2011 SIGGRAPH Asia Conference
Efficient relative camera orientation detection for mobile applications
Proceedings of the 1st international workshop on Mobile location-based service
Optimization of robust loss functions for weakly-labeled image taxonomies: an imagenet case study
EMMCVPR'11 Proceedings of the 8th international conference on Energy minimization methods in computer vision and pattern recognition
Finding images of difficult entities in the long tail
Proceedings of the 20th ACM international conference on Information and knowledge management
Learning "verb-object" concepts for semantic image annotation
MM '11 Proceedings of the 19th ACM international conference on Multimedia
An MMSE approach to nonlocal image denoising: Theory and practical implementation
Journal of Visual Communication and Image Representation
Leveraging social media for scalable object detection
Pattern Recognition
Evaluation of fast 2d and 3d medical image retrieval approaches based on image miniatures
MCBR-CDS'11 Proceedings of the Second MICCAI international conference on Medical Content-Based Retrieval for Clinical Decision Support
Proceedings of the 21st international conference on World Wide Web
A log square average case algorithm to make insertions in fast similarity search
Pattern Recognition Letters
Swift: reducing the effects of latency in online video scrubbing
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
International Journal of Computer Games Technology
A pilot study for mood-based classification of TV programmes
Proceedings of the 27th Annual ACM Symposium on Applied Computing
WSABIE: scaling up to large vocabulary image annotation
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
SUPER: towards real-time event recognition in internet videos
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
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)
Web image prediction using multivariate point processes
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Manhattan hashing for large-scale image retrieval
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Video annotation and navigation on mobile devices
Proceedings of the 18th Brazilian symposium on Multimedia and the web
Harvesting visual concepts for image search with complex queries
Proceedings of the 20th ACM international conference on Multimedia
Query-driven iterated neighborhood graph search for large scale indexing
Proceedings of the 20th ACM international conference on Multimedia
On shape and the computability of emotions
Proceedings of the 20th ACM international conference on Multimedia
Joint statistical analysis of images and keywords with applications in semantic image enhancement
Proceedings of the 20th ACM international conference on Multimedia
Efficient image annotation for automatic sentence generation
Proceedings of the 20th ACM international conference on Multimedia
Similar image search with a tiny bag-of-delegates representation
Proceedings of the 20th ACM international conference on Multimedia
Towards indexing representative images on the web
Proceedings of the 20th ACM international conference on Multimedia
Semi-supervised spectral hashing for fast similarity search
Neurocomputing
Annotating images with suggestions: user study of a tagging system
ACIVS'12 Proceedings of the 14th international conference on Advanced Concepts for Intelligent Vision Systems
Undoing the damage of dataset bias
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Unsupervised discovery of mid-level discriminative patches
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Constrained semi-supervised learning using attributes and comparative attributes
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Supervised geodesic propagation for semantic label transfer
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Sequential spectral learning to hash with multiple representations
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Dating historical color images
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Connecting missing links: object discovery from sparse observations using 5 million product images
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Extracting minimalistic corridor geometry from low-resolution images
ICIRA'12 Proceedings of the 5th international conference on Intelligent Robotics and Applications - Volume Part I
Measuring image distances via embedding in a semantic manifold
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Matrix factorization as search
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Time-sensitive web image ranking and retrieval via dynamic multi-task regression
Proceedings of the sixth ACM international conference on Web search and data mining
International Journal of Computer Vision
Efficiently Scaling up Crowdsourced Video Annotation
International Journal of Computer Vision
VISCERAL: towards large data in medical imaging -- challenges and directions
MCBR-CDS'12 Proceedings of the Third MICCAI international conference on Medical Content-Based Retrieval for Clinical Decision Support
Effective transfer tagging from image to video
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Tag completion based on belief theory and neighbor voting
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
OpenSurfaces: a richly annotated catalog of surface appearance
ACM Transactions on Graphics (TOG) - SIGGRAPH 2013 Conference Proceedings
Swifter: improved online video scrubbing
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
MLRank: Multi-correlation Learning to Rank for image annotation
Pattern Recognition
Image search—from thousands to billions in 20 years
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special Sections on the 20th Anniversary of ACM International Conference on Multimedia, Best Papers of ACM Multimedia 2012
Improving tag-based image search by using linked open data
Proceedings of the 10th Conference on Open Research Areas in Information Retrieval
Enabling low bitrate mobile visual recognition: a performance versus bandwidth evaluation
Proceedings of the 21st ACM international conference on Multimedia
Indexing billions of images for sketch-based retrieval
Proceedings of the 21st ACM international conference on Multimedia
Clickage: towards bridging semantic and intent gaps via mining click logs of search engines
Proceedings of the 21st ACM international conference on Multimedia
Nonparametric guidance of autoencoder representations using label information
The Journal of Machine Learning Research
Efficient hierarchical clustering of large high dimensional datasets
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Content-based annotation and classification framework: a general multi-purpose approach
Proceedings of the 17th International Database Engineering & Applications Symposium
Object class detection: A survey
ACM Computing Surveys (CSUR)
Memory-efficient groupby-aggregate using compressed buffer trees
Proceedings of the 4th annual Symposium on Cloud Computing
Computer Vision and Image Understanding
Multimedia search reranking: A literature survey
ACM Computing Surveys (CSUR)
Smart hashing update for fast response
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Robotics and Autonomous Systems
World-wide scale geotagged image dataset for automatic image annotation and reverse geotagging
Proceedings of the 5th ACM Multimedia Systems Conference
ObjectPatchNet: Towards scalable and semantic image annotation and retrieval
Computer Vision and Image Understanding
Image categorization using a semantic hierarchy model with sparse set of salient regions
Frontiers of Computer Science: Selected Publications from Chinese Universities
QuMinS: Fast and scalable querying, mining and summarizing multi-modal databases
Information Sciences: an International Journal
C2TAM: A Cloud framework for cooperative tracking and mapping
Robotics and Autonomous Systems
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With the advent of the Internet, billions of images are now freely available online and constitute a dense sampling of the visual world. Using a variety of non-parametric methods, we explore this world with the aid of a large dataset of 79,302,017 images collected from the Internet. Motivated by psychophysical results showing the remarkable tolerance of the human visual system to degradations in image resolution, the images in the dataset are stored as 32 x 32 color images. Each image is loosely labeled with one of the 75,062 non-abstract nouns in English, as listed in the Wordnet lexical database. Hence the image database gives a comprehensive coverage of all object categories and scenes. The semantic information from Wordnet can be used in conjunction with nearest-neighbor methods to perform object classification over a range of semantic levels minimizing the effects of labeling noise. For certain classes that are particularly prevalent in the dataset, such as people, we are able to demonstrate a recognition performance comparable to class-specific Viola-Jones style detectors.