Semantic manifold learning for image retrieval
Proceedings of the 13th annual ACM international conference on Multimedia
International Journal of Computer Vision
Pruning SIFT for scalable near-duplicate image matching
ADC '07 Proceedings of the eighteenth conference on Australasian database - Volume 63
Kernels on bags for multi-object database retrieval
Proceedings of the 6th ACM international conference on Image and video retrieval
Detection of near-duplicate images for web search
Proceedings of the 6th ACM international conference on Image and video retrieval
Clustering near-duplicate images in large collections
Proceedings of the international workshop on Workshop on multimedia information retrieval
Multistrategical image classification for image data mining
Proceedings of the 8th international workshop on Multimedia data mining: (associated with the ACM SIGKDD 2007)
From Aardvark to Zorro: A Benchmark for Mammal Image Classification
International Journal of Computer Vision
Earth mover distance over high-dimensional spaces
Proceedings of the nineteenth annual ACM-SIAM symposium on Discrete algorithms
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Making colors worth more than a thousand words
Proceedings of the 2008 ACM symposium on Applied computing
A novel approach to image matching using convex layers
ISCGAV'06 Proceedings of the 6th WSEAS International Conference on Signal Processing, Computational Geometry & Artificial Vision
Scalable landmark recognition using EXTENT
Multimedia Tools and Applications
MyPlaces: detecting important settings in a visual diary
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
An Approach to Visual Scenes Matching with Curvilinear Regions
IWINAC '07 Proceedings of the 2nd international work-conference on Nature Inspired Problem-Solving Methods in Knowledge Engineering: Interplay Between Natural and Artificial Computation, Part II
Some Objects Are More Equal Than Others: Measuring and Predicting Importance
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
MM '09 Proceedings of the 17th ACM international conference on Multimedia
An efficient near-duplicate video shot detection method using shot-based interest points
IEEE Transactions on Multimedia
Attributed relational graph matching based on the nested assignment structure
Pattern Recognition
Automatic fruit and vegetable classification from images
Computers and Electronics in Agriculture
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
A novel high performance multi-modal approach for content based image retrieval
Proceedings of the International Conference and Workshop on Emerging Trends in Technology
Multistrategical approach in visual learning
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Using redundant bit vectors for near-duplicate image detection
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Learning Robust Similarity Measures for 3D Partial Shape Retrieval
International Journal of Computer Vision
Spatially-sensitive affine-invariant image descriptors
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
Shape google: Geometric words and expressions for invariant shape retrieval
ACM Transactions on Graphics (TOG)
Sampling strategies for bag-of-features image classification
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
Boundary fragment matching and articulated pose under occlusion
AMDO'06 Proceedings of the 4th international conference on Articulated Motion and Deformable Objects
Semi-supervised image classification for automatic construction of a health image library
Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium
Keyframe retrieval by keypoints: can point-to-point matching help?
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
Space-Efficient approximation scheme for circular earth mover distance
LATIN'12 Proceedings of the 10th Latin American international conference on Theoretical Informatics
Proceedings of the 20th ACM international conference on Multimedia
Combining textural and geometrical descriptors for scene recognition
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume 2
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Sets of local features that are invariant to common image transformations are an effective representation to use when comparing images; current methods typically judge feature setsý similarity via a voting scheme (which ignores co-occurrence statistics) or by comparing histograms over a set of prototypes (which must be found by clustering). We present a method for efficiently comparing images based on their discrete distributions (bags) of distinctive local invariant features, without clustering descriptors. Similarity between images is measured with an approximation of the Earth Moverýs Distance (EMD), which quickly computes minimal-cost correspondences between two bags of features. Each imageýs feature distribution is mapped into a normed space with a low-distortion embedding of EMD. Examples most similar to a novel query image are retrieved in time sublinear in the number of examples via approximate nearest neighbor search in the embedded space. We evaluate our method with scene, object, and texture recognition tasks.