Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
Image Indexing Using Color Correlograms
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Principal Manifolds and Nonlinear Dimensionality Reduction via Tangent Space Alignment
SIAM Journal on Scientific Computing
Semantic manifold learning for image retrieval
Proceedings of the 13th annual ACM international conference on Multimedia
Content-based multimedia information retrieval: State of the art and challenges
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Video search reranking via information bottleneck principle
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Supervised Learning of Semantic Classes for Image Annotation and Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Video search re-ranking via multi-graph propagation
Proceedings of the 15th international conference on Multimedia
Video search reranking through random walk over document-level context graph
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
Optimization of interactive visual-similarity-based search
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Correlative multilabel video annotation with temporal kernels
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Spectral Regression: A Unified Approach for Sparse Subspace Learning
ICDM '07 Proceedings of the 2007 Seventh IEEE International Conference on Data Mining
VisualRank: Applying PageRank to Large-Scale Image Search
IEEE Transactions on Pattern Analysis and Machine Intelligence
Bayesian video search reranking
MM '08 Proceedings of the 16th ACM international conference on Multimedia
DSI: A model for distributed multimedia semantic indexing and content integration
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Active reranking for web image search
IEEE Transactions on Image Processing
Bregman Divergence-Based Regularization for Transfer Subspace Learning
IEEE Transactions on Knowledge and Data Engineering
Max-Min Distance Analysis by Using Sequential SDP Relaxation for Dimension Reduction
IEEE Transactions on Pattern Analysis and Machine Intelligence
Manifold elastic net: a unified framework for sparse dimension reduction
Data Mining and Knowledge Discovery
IEEE Transactions on Multimedia
Texture analysis and classification with tree-structured wavelet transform
IEEE Transactions on Image Processing
Relevance feedback: a power tool for interactive content-based image retrieval
IEEE Transactions on Circuits and Systems for Video Technology
Efficient video indexing scheme for content-based retrieval
IEEE Transactions on Circuits and Systems for Video Technology
Nonlinear Discriminant Analysis on Embedded Manifold
IEEE Transactions on Circuits and Systems for Video Technology
Manifold Regularized Discriminative Nonnegative Matrix Factorization With Fast Gradient Descent
IEEE Transactions on Image Processing
Interactive cartoon reusing by transfer learning
Signal Processing
A cascade fusion scheme for gait and cumulative foot pressure image recognition
Pattern Recognition
A probabilistic model for image representation via multiple patterns
Pattern Recognition
Joint geometry and variability for image recognition
Neurocomputing
Exploiting visual word co-occurrence for image retrieval
Proceedings of the 20th ACM international conference on Multimedia
Adaptive image data hiding in edges using patched reference table and pair-wise embedding technique
Information Sciences: an International Journal
Analysis of presence-only data via semi-supervised learning approaches
Computational Statistics & Data Analysis
Transductive cartoon retrieval by multiple hypergraph learning
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
Efficient ant colony optimization for image feature selection
Signal Processing
Adaptive object detection by implicit sub-class sharing features
Signal Processing
Cartoon features selection using Diffusion Score
Signal Processing
Learning colours from textures by sparse manifold embedding
Signal Processing
Biview face recognition in the shape-texture domain
Pattern Recognition
Local discriminative distance metrics ensemble learning
Pattern Recognition
Content-based retrieval of human actions from realistic video databases
Information Sciences: an International Journal
Towards information-theoretic K-means clustering for image indexing
Signal Processing
Visual saliency detection using information divergence
Pattern Recognition
Facial expression recognition based on Hessian regularized support vector machine
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Multi-class learning from class proportions
Neurocomputing
Similar handwritten Chinese character recognition by kernel discriminative locality alignment
Pattern Recognition Letters
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Visual reranking is effective to improve the performance of the text-based video search. However, existing reranking algorithms can only achieve limited improvement because of the well-known semantic gap between low-level visual features and high-level semantic concepts. In this article, we adopt interactive video search reranking to bridge the semantic gap by introducing user's labeling effort. We propose a novel dimension reduction tool, termed sparse transfer learning (STL), to effectively and efficiently encode user's labeling information. STL is particularly designed for interactive video search reranking. Technically, it (a) considers the pair-wise discriminative information to maximally separate labeled query relevant samples from labeled query irrelevant ones, (b) achieves a sparse representation for the subspace to encodes user's intention by applying the elastic net penalty, and (c) propagates user's labeling information from labeled samples to unlabeled samples by using the data distribution knowledge. We conducted extensive experiments on the TRECVID 2005, 2006 and 2007 benchmark datasets and compared STL with popular dimension reduction algorithms. We report superior performance by using the proposed STL-based interactive video search reranking.