Toward Improved Ranking Metrics
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Earth Mover's Distance as a Metric for Image Retrieval
International Journal of Computer Vision
Manifold-ranking based image retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
On the detection of semantic concepts at TRECVID
Proceedings of the 12th annual ACM international conference on Multimedia
IEEE Transactions on Pattern Analysis and Machine Intelligence
Semi-Supervised Cross Feature Learning for Semantic Concept Detection in Videos
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Early versus late fusion in semantic video analysis
Proceedings of the 13th annual ACM international conference on Multimedia
Early versus late fusion in semantic video analysis
Proceedings of the 13th annual ACM international conference on Multimedia
Semi-automatic video annotation based on active learning with multiple complementary predictors
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
Semi-supervised learning with graphs
Semi-supervised learning with graphs
The Semantic Pathfinder: Using an Authoring Metaphor for Generic Multimedia Indexing
IEEE Transactions on Pattern Analysis and Machine Intelligence
Evaluation campaigns and TRECVid
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Manifold-ranking based video concept detection on large database and feature pool
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Automatic video annotation by semi-supervised learning with kernel density estimation
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Video annotation by graph-based learning with neighborhood similarity
Proceedings of the 15th international conference on Multimedia
Optimizing multi-graph learning: towards a unified video annotation scheme
Proceedings of the 15th international conference on Multimedia
Distance Learning for Similarity Estimation
IEEE Transactions on Pattern Analysis and Machine Intelligence
An efficient algorithm for local distance metric learning
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Kernel-based linear neighborhood propagation for semantic video annotation
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Semi-Supervised Learning
LIBSVM: A library for support vector machines
ACM Transactions on Intelligent Systems and Technology (TIST)
Graph based semi-supervised learning with sharper edges
ECML'06 Proceedings of the 17th European conference on Machine Learning
Lessons for the future from a decade of informedia video analysis research
CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
Can High-Level Concepts Fill the Semantic Gap in Video Retrieval? A Case Study With Broadcast News
IEEE Transactions on Multimedia
Visual tag dictionary: interpreting tags with visual words
WSMC '09 Proceedings of the 1st workshop on Web-scale multimedia corpus
Exploring large scale data for multimedia QA: an initial study
Proceedings of the ACM International Conference on Image and Video Retrieval
Joint learning of labels and distance metric
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on game theory
An integrated aurora image retrieval system: AuroraEye
Journal of Visual Communication and Image Representation
Dynamic captioning: video accessibility enhancement for hearing impairment
Proceedings of the international conference on Multimedia
Active learning in multimedia annotation and retrieval: A survey
ACM Transactions on Intelligent Systems and Technology (TIST)
ShotTagger: tag location for internet videos
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Locally regressive G-optimal design for image retrieval
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
VisionGo: Towards video retrieval with joint exploration of human and computer
Information Sciences: an International Journal
Multimedia answering: enriching text QA with media information
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Optimizing multimodal reranking for web image search
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Cost-aware travel tour recommendation
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Video accessibility enhancement for hearing-impaired users
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media
Recent advances and trends in visual tracking: A review
Neurocomputing
Beyond search: Event-driven summarization for web videos
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
A pseudo relevance feedback based cross domain video concept detection
Proceedings of the Third International Conference on Internet Multimedia Computing and Service
Videoader: a video advertising system based on intelligent analysis of visual content
Proceedings of the Third International Conference on Internet Multimedia Computing and Service
Keyword extraction based on sequential pattern mining
Proceedings of the Third International Conference on Internet Multimedia Computing and Service
An online video recommendation framework using rich information
Proceedings of the Third International Conference on Internet Multimedia Computing and Service
Probabilistic indexing of media sequences
Proceedings of the Third International Conference on Internet Multimedia Computing and Service
Shared feature extraction for semi-supervised image classification
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Query expansion by spatial co-occurrence for image retrieval
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Shared feature extraction for semi-supervised image classification
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Exploring latent class information for image retrieval using the bag-of-feature model
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Tag-based social image search with visual-text joint hypergraph learning
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Integrating rich information for video recommendation with multi-task rank aggregation
MM '11 Proceedings of the 19th ACM international conference on Multimedia
News contextualization with geographic and visual information
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Towards multi-semantic image annotation with graph regularized exclusive group lasso
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Multiple feature hashing for real-time large scale near-duplicate video retrieval
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
Intelligent photo clustering with user interaction and distance metric learning
Pattern Recognition Letters
Social image search with diverse relevance ranking
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Semantic concept detection for user-generated video content using a refined image folksonomy
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
VDictionary: automatically generate visual dictionary via wikimedias
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Oracle in Image Search: A Content-Based Approach to Performance Prediction
ACM Transactions on Information Systems (TOIS)
k-Partite graph reinforcement and its application in multimedia information retrieval
Information Sciences: an International Journal
On video recommendation over social network
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Twin Mahalanobis distance-based support vector machines for pattern recognition
Information Sciences: an International Journal
Assistive tagging: A survey of multimedia tagging with human-computer joint exploration
ACM Computing Surveys (CSUR)
Query difficulty estimation for image retrieval
Neurocomputing
In-video product annotation with web information mining
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Hyperspectral image classification with hypergraph modelling
Proceedings of the 4th International Conference on Internet Multimedia Computing and Service
Personalized video recommendation based on viewing history with the study on YouTube
Proceedings of the 4th International Conference on Internet Multimedia Computing and Service
Weighted association rule mining via a graph based connectivity model
Information Sciences: an International Journal
Low rank metric learning for social image retrieval
Proceedings of the 20th ACM international conference on Multimedia
Visual query attributes suggestion
Proceedings of the 20th ACM international conference on Multimedia
Geometric context-preserving progressive transmission in mobile visual search
Proceedings of the 20th ACM international conference on Multimedia
A regularization framework in polar coordinates for transductive learning in networked data
Information Sciences: an International Journal
Face recognition via Weighted Sparse Representation
Journal of Visual Communication and Image Representation
Improving image tags by exploiting web search results
Multimedia Tools and Applications
Feature selection for high-dimensional imbalanced data
Neurocomputing
A reward-and-punishment-based approach for concept detection using adaptive ontology rules
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Effective transfer tagging from image to video
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Mining user similarity based on routine activities
Information Sciences: an International Journal
Multimedia encyclopedia construction by mining web knowledge
Signal Processing
Image classification with manifold learning for out-of-sample data
Signal Processing
High order pLSA for indexing tagged images
Signal Processing
Dual local consistency hashing with discriminative projections selection
Signal Processing
ε-Isometry based shape approximation for image content representation
Signal Processing
Information Sciences: an International Journal
SIFT on manifold: An intrinsic description
Neurocomputing
Learning to rank biological motion trajectories
Image and Vision Computing
Image classification with saliency region and multi-task learning
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Annotation for free: video tagging by mining user search behavior
Proceedings of the 21st ACM international conference on Multimedia
Topology preserving hashing for similarity search
Proceedings of the 21st ACM international conference on Multimedia
Advertising object in web videos
Neurocomputing
Adaptive all-season image tag ranking by saliency-driven image pre-classification
Journal of Visual Communication and Image Representation
ApLeafis: an android-based plant leaf identification system
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories
Robust unsupervised feature selection
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Semantic context based refinement for news video annotation
Multimedia Tools and Applications
QuMinS: Fast and scalable querying, mining and summarizing multi-modal databases
Information Sciences: an International Journal
Editor's Choice Article: Sparse feature selection based on graph Laplacian for web image annotation
Image and Vision Computing
Counting crowd flow based on feature points
Neurocomputing
Hi-index | 0.00 |
In the past few years, video annotation has benefited a lot from the progress of machine learning techniques. Recently, graph-based semi-supervised learning has gained much attention in this domain. However, as a crucial factor of these algorithms, the estimation of pairwise similarity has not been sufficiently studied. Generally, the similarity of two samples is estimated based on the Euclidean distance between them. But we will show that the similarity between two samples is not merely related to their distance but also related to the distribution of surrounding samples and labels. It is shown that the traditional distance-based similarity measure may lead to high classification error rates even on several simple datasets. To address this issue, we propose a novel neighborhood similarity measure, which explores the local sample and label distributions. We show that the neighborhood similarity between two samples simultaneously takes into account three characteristics: 1) their distance; 2) the distribution difference of the surrounding samples; and 3) the distribution difference of surrounding labels. Extensive experiments have demonstrated the superiority of neighborhood similarity over the existing distance-based similarity.