Computing the minimum Hausdorff distance between two point sets on a line under translation
Information Processing Letters
Using Spin Images for Efficient Object Recognition in Cluttered 3D Scenes
IEEE Transactions on Pattern Analysis and Machine Intelligence
Improved Boosting Algorithms Using Confidence-rated Predictions
Machine Learning - The Eleventh Annual Conference on computational Learning Theory
The Earth Mover's Distance as a Metric for Image Retrieval
International Journal of Computer Vision
ACM Transactions on Graphics (TOG)
Cumulated gain-based evaluation of IR techniques
ACM Transactions on Information Systems (TOIS)
ACM Transactions on Graphics (TOG)
Shape Matching and Object Recognition Using Shape Contexts
IEEE Transactions on Pattern Analysis and Machine Intelligence
Scale-space representation of 3D models and topological matching
SM '03 Proceedings of the eighth ACM symposium on Solid modeling and applications
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
Locality-sensitive hashing scheme based on p-stable distributions
SCG '04 Proceedings of the twentieth annual symposium on Computational geometry
SMI '04 Proceedings of the Shape Modeling International 2004
Pictorial Structures for Object Recognition
International Journal of Computer Vision
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Efficient Image Matching with Distributions of Local Invariant Features
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
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
Object Categorization by Learned Universal Visual Dictionary
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision - Volume 2
3D Object Retrieval using Many-to-many Matching of Curve Skeletons
SMI '05 Proceedings of the International Conference on Shape Modeling and Applications 2005
Shapeme Histogram Projection and Matching for Partial Object Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Salient geometric features for partial shape matching and similarity
ACM Transactions on Graphics (TOG)
The Generalized Shape Distributions for Shape Matching and Analysis
SMI '06 Proceedings of the IEEE International Conference on Shape Modeling and Applications 2006
Diffusion Distance for Histogram Comparison
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 1
Scalable Recognition with a Vocabulary Tree
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Shape Topics: A Compact Representation and New Algorithms for 3D Partial Shape Retrieval
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
International Journal of Computer Vision
Distinctive regions of 3D surfaces
ACM Transactions on Graphics (TOG)
The Pyramid Match Kernel: Efficient Learning with Sets of Features
The Journal of Machine Learning Research
An Efficient Earth Mover's Distance Algorithm for Robust Histogram Comparison
IEEE Transactions on Pattern Analysis and Machine Intelligence
Information-theoretic metric learning
Proceedings of the 24th international conference on Machine learning
Partial matching of 3D shapes with priority-driven search
SGP '06 Proceedings of the fourth Eurographics symposium on Geometry processing
A survey of content based 3D shape retrieval methods
Multimedia Tools and Applications
Dimension amnesic pyramid match kernel
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
BoostMap: a method for efficient approximate similarity rankings
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Retrieval by shape similarity with perceptual distance andeffective indexing
IEEE Transactions on Multimedia
Intelligent query: open another door to 3d object retrieval
Proceedings of the international conference on Multimedia
3D model retrieval using weighted bipartite graph matching
Image Communication
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In this paper, we propose a novel approach to learning robust ground distance functions of the Earth Mover's distance to make it appropriate for quantifying the partial similarity between two feature-sets. First, we define the ground distance as a monotonic transformation of commonly used feature-to-feature base distance (or similarity) measures, so that in computing the Earth Mover's distance, the algorithm could better turn its focus on the feature pairs that are correctly matched, while being less affected by irrelevant ones. As a result, the proposed method is especially suited for 3D partial shape retrieval where occlusion and clutter are serious problems. We prove that when the transformation satisfies certain conditions, the metric property of the base distance is sufficient to guarantee the ground distance is a metric (and so is the Earth Mover's distance), which makes fast shape retrieval on large databases technically possible. Second, we propose a discriminative learning framework to optimize the transformation function based on the real Adaboost algorithm. The optimization is performed in the space of the piecewise constant approximations of the transformation without making any parametric assumption. Finally, extensive experiments on 3D partial shape retrieval convincingly demonstrate the effectiveness of the proposed techniques.