Efficient Color Histogram Indexing for Quadratic Form Distance Functions
IEEE Transactions on Pattern Analysis and Machine Intelligence
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
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
Detecting image near-duplicate by stochastic attributed relational graph matching with learning
Proceedings of the 12th annual ACM international conference on Multimedia
A Sparse Texture Representation Using Local Affine Regions
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Performance Evaluation of Local Descriptors
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Pyramid Match Kernel: Discriminative Classification with Sets of Image Features
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision - Volume 2
A Comparison of Affine Region Detectors
International Journal of Computer Vision
Scalable Recognition with a Vocabulary Tree
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
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
Discriminative Object Class Models of Appearance and Shape by Correlatons
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Fast tracking of near-duplicate keyframes in broadcast domain with transitivity propagation
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
International Journal of Computer Vision
Near-duplicate keyframe retrieval with visual keywords and semantic context
Proceedings of the 6th ACM international conference on Image and video retrieval
Near-duplicate keyframe retrieval by nonrigid image matching
MM '08 Proceedings of the 16th ACM international conference on Multimedia
SURF: speeded up robust features
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part I
Keyframe retrieval by keypoints: can point-to-point matching help?
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Near-Duplicate Keyframe Identification With Interest Point Matching and Pattern Learning
IEEE Transactions on Multimedia
Fuzzy color histogram and its use in color image retrieval
IEEE Transactions on Image Processing
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Image Near-Duplicate (IND) plays an important part in many real-world multimedia applications. At the same time, both the accuracy and speed are key problems in INDs. This paper presents an efficient and effective solution for retrieving Image Near-Duplicate. Different from previous methods, we analyze the local dependencies among the descriptors in the spatial-scale space (S-Cube). Such local dependencies in spatial-scale space (S-Cube) encodes not only visual appearance but also the spatial and scale co-occurrence of them. The local dependencies are exploited over the cube-space of neighboring spatial locations and multiple adjacent scales to form the new image representation, which is invariant to spatial transformation and scale change. To speed up the retrieval process, the SuperNodes are built to incorporate the neighbor information. We evaluate our proposed spatial-scale (S-Cube) method for IND retrieval using two existing benchmarks as well as a new dataset extracted from the keyframes of TRECVID corpus. Compared to the state-of-the-art results, our proposed local dependencies in S-Cube plus SuperNodes approach has shown a high accuracy for IND retrieval, as well as a significant time reduction.