Machine learning, neural and statistical classification
Machine learning, neural and statistical classification
Fast parallel similarity search in multimedia databases
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
S3: similarity search in CAD database systems
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
A cost model for nearest neighbor search in high-dimensional data space
PODS '97 Proceedings of the sixteenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
Optimal multi-step k-nearest neighbor search
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Multidimensional access methods
ACM Computing Surveys (CSUR)
Machine Learning
Data Mining: An Overview from a Database Perspective
IEEE Transactions on Knowledge and Data Engineering
A Multistep Approach for Shape Similarity Search in Image Databases
IEEE Transactions on Knowledge and Data Engineering
Efficient Color Histogram Indexing for Quadratic Form Distance Functions
IEEE Transactions on Pattern Analysis and Machine Intelligence
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Improving Adaptable Similarity Query Processing by Using Approximations
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Fast Nearest Neighbor Search in Medical Image Databases
VLDB '96 Proceedings of the 22th International Conference on Very Large Data Bases
The X-tree: An Index Structure for High-Dimensional Data
VLDB '96 Proceedings of the 22th International Conference on Very Large Data Bases
Efficient User-Adaptable Similarity Search in Large Multimedia Databases
VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
A 3D Molecular Surface Representation Supporting Neighborhood Queries
SSD '95 Proceedings of the 4th International Symposium on Advances in Spatial Databases
SSD '95 Proceedings of the 4th International Symposium on Advances in Spatial Databases
3D Similarity Search by Shape Approximation
SSD '97 Proceedings of the 5th International Symposium on Advances in Spatial Databases
Using extended feature objects for partial similarity retrieval
The VLDB Journal — The International Journal on Very Large Data Bases
ACM Transactions on Graphics (TOG)
Combining Approximation Techniques and Vector Quantization for Adaptable Similarity Search
Journal of Intelligent Information Systems - Special issue on data warehousing and knowledge discovery
Saliency sequential surface organization for free-form object recognition
Computer Vision and Image Understanding
Adaptable Similarity Search Using Vector Quantization
DaWaK '01 Proceedings of the Third International Conference on Data Warehousing and Knowledge Discovery
3D Model Retrieval with Spherical Harmonics and Moments
Proceedings of the 23rd DAGM-Symposium on Pattern Recognition
Properties of Embedding Methods for Similarity Searching in Metric Spaces
IEEE Transactions on Pattern Analysis and Machine Intelligence
3D zernike descriptors for content based shape retrieval
SM '03 Proceedings of the eighth ACM symposium on Solid modeling and applications
Using sets of feature vectors for similarity search on voxelized CAD objects
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Rotation invariant spherical harmonic representation of 3D shape descriptors
Proceedings of the 2003 Eurographics/ACM SIGGRAPH symposium on Geometry processing
Shape-Similarity Comparison of 3D Models Using Alpha Shapes
PG '03 Proceedings of the 11th Pacific Conference on Computer Graphics and Applications
Retrieving 3D shapes based on their appearance
MIR '03 Proceedings of the 5th ACM SIGMM international workshop on Multimedia information retrieval
An evolutionary optimization approach for 3D human head model classification
MIR '03 Proceedings of the 5th ACM SIGMM international workshop on Multimedia information retrieval
Content-based Three-dimensional Engineering Shape Search
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
ACM SIGGRAPH 2004 Papers
Efficient 3D object retrieval using depth images
Proceedings of the 6th ACM SIGMM international workshop on Multimedia information retrieval
Symmetry descriptors and 3D shape matching
Proceedings of the 2004 Eurographics/ACM SIGGRAPH symposium on Geometry processing
Feature-based similarity search in 3D object databases
ACM Computing Surveys (CSUR)
Object feature validation using visual and haptic similarity ratings
ACM Transactions on Applied Perception (TAP)
ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 2
3DString: a feature string kernel for 3D object classification on voxelized data
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Intraclass Retrieval of Nonrigid 3D Objects: Application to Face Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
3D model retrieval using principal plane analysis and dynamic programming
Pattern Recognition
A new 3D model retrieval approach based on the elevation descriptor
Pattern Recognition
Hierarchical multi-classifier system design based on evolutionary computation technique
Multimedia Tools and Applications
ACM SIGGRAPH 2002 conference abstracts and applications
An Approximate and Efficient Method for Optimal Rotation Alignment of 3D Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
Probabilistic fingerprints for shapes
SGP '06 Proceedings of the fourth Eurographics symposium on Geometry processing
Partial matching of 3D shapes with priority-driven search
SGP '06 Proceedings of the fourth Eurographics symposium on Geometry processing
Density-based 3D shape descriptors
EURASIP Journal on Applied Signal Processing
Detection and recognition of contour parts based on shape similarity
Pattern Recognition
Retrieving articulated 3-D models using medial surfaces
Machine Vision and Applications
Multishape-features and text-feature integration on 3D model similarity retrieval
International Journal of Innovative Computing and Applications
A survey of content based 3D shape retrieval methods
Multimedia Tools and Applications
Pose Insensitive 3D Retrieval by Poisson Shape Histogram
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part II
Multiresolution wavelet analysis of shape orientation for 3d shape retrieval
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Measuring the Similarity of Vector Fields Using Global Distributions
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
A 3D model retrieval approach using the interior and exterior 3D shape information
Multimedia Tools and Applications
3D object retrieval using the 3D shape impact descriptor
Pattern Recognition
A statistical approach for selecting discriminative features of spatial regions of interest
Intelligent Data Analysis
PRIB '09 Proceedings of the 4th IAPR International Conference on Pattern Recognition in Bioinformatics
Three-dimensional shape searching: state-of-the-art review and future trends
Computer-Aided Design
Shape-based searching for product lifecycle applications
Computer-Aided Design
3D model comparison using spatial structure circular descriptor
Pattern Recognition
A Shape Relationship Descriptor for Radiation Therapy Planning
MICCAI '09 Proceedings of the 12th International Conference on Medical Image Computing and Computer-Assisted Intervention: Part II
3D Gaussian descriptor for 3D shape retrieval
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Shape-based indexing scheme for camera view invariant 3-D object retrieval
Multimedia Tools and Applications
Pairwise region-based scan alignment
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Volumetric Features for Video Event Detection
International Journal of Computer Vision
Content-based 3D model retrieval based on the spatial geometric descriptor
PCM'07 Proceedings of the multimedia 8th Pacific Rim conference on Advances in multimedia information processing
Mathematical methods for shape analysis and form comparison in 3D anthropometry: a literature review
ICDHM'07 Proceedings of the 1st international conference on Digital human modeling
Shape Similarity for 3D Video Sequences of People
International Journal of Computer Vision
A 3D Shape Retrieval Framework Supporting Multimodal Queries
International Journal of Computer Vision
From 3D Point Clouds to Pose-Normalised Depth Maps
International Journal of Computer Vision
A 3D shape classifier with neural network supervision
International Journal of Computer Applications in Technology
Sketch-based 3D model retrieval using diffusion tensor fields of suggestive contours
Proceedings of the international conference on Multimedia
Retrieving articulated 3D objects using normalized distance function
AMDO'10 Proceedings of the 6th international conference on Articulated motion and deformable objects
Towards archaeo-informatics: scientific data management for archaeobiology
SSDBM'10 Proceedings of the 22nd international conference on Scientific and statistical database management
3D similarity search using a weighted structural histogram representation
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
A statistical approach for achievable dose querying in IMRT planning
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part III
A new pose-based representation for recognizing actions from multiple cameras
Computer Vision and Image Understanding
International Journal of Computer Vision
Design reusability assessment for effective CAD model retrieval and reuse
International Journal of Computer Applications in Technology
Characterizing 3D shapes using fractal dimension
CIARP'10 Proceedings of the 15th Iberoamerican congress conference on Progress in pattern recognition, image analysis, computer vision, and applications
On (not) indexing quadratic form distance by metric access methods
Proceedings of the 14th International Conference on Extending Database Technology
Measuring 3D shape similarity by graph-based matching of the medial scaffolds
Computer Vision and Image Understanding
Directional histogram model for three-dimensional shape similarity
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Matching 2D and 3D articulated shapes using the eccentricity transform
Computer Vision and Image Understanding
STELA: sketch-based 3D model retrieval using a structure-based local approach
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
SCIA'11 Proceedings of the 17th Scandinavian conference on Image analysis
Multi-feature integration with relevance feedback on 3D model similarity retrieval
Journal of Mobile Multimedia
Active multiple kernel learning for interactive 3D object retrieval systems
ACM Transactions on Interactive Intelligent Systems (TiiS)
Journal of Computational Physics
Metric structures on datasets: stability and classification of algorithms
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part II
A new algorithm for 3D shape recognition by means of the 2D point distance histogram
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part II
3D model retrieval using the histogram of orientation of suggestive contours
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part II
Human action recognition using multiple views: a comparative perspective on recent developments
J-HGBU '11 Proceedings of the 2011 joint ACM workshop on Human gesture and behavior understanding
Aligning 3d polygonal models with improved PCA
VSMM'06 Proceedings of the 12th international conference on Interactive Technologies and Sociotechnical Systems
Probabilistic similarity join on uncertain data
DASFAA'06 Proceedings of the 11th international conference on Database Systems for Advanced Applications
Content-Based 3d retrieval by krawtchouk moments
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part II
Retrieving 3d CAD model with regional entropy distributions
ICAT'06 Proceedings of the 16th international conference on Advances in Artificial Reality and Tele-Existence
On volume distribution features based 3d model retrieval
ICAT'06 Proceedings of the 16th international conference on Advances in Artificial Reality and Tele-Existence
A similarity computing algorithm for volumetric data sets
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
3D database population from single views of surfaces of revolution
ICIAP'05 Proceedings of the 13th international conference on Image Analysis and Processing
Approximated clustering of distributed high-dimensional data
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Retrieving articulated 3-d models using medial surfaces and their graph spectra
EMMCVPR'05 Proceedings of the 5th international conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
SSTD'05 Proceedings of the 9th international conference on Advances in Spatial and Temporal Databases
View context: a 3D model feature for retrieval
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Content-Based 3d model retrieval for digital museum
Edutainment'06 Proceedings of the First international conference on Technologies for E-Learning and Digital Entertainment
Computers & Mathematics with Applications
Stratified point sampling of 3D models
SPBG'04 Proceedings of the First Eurographics conference on Point-Based Graphics
3D model retrieval using hybrid features and class information
Multimedia Tools and Applications
Extended cone-curvature based salient points detection and 3D model retrieval
Multimedia Tools and Applications
3D human motion analysis framework for shape similarity and retrieval
Image and Vision Computing
Retrieval of high-dimensional visual data: current state, trends and challenges ahead
Multimedia Tools and Applications
A novel 3D model retrieval approach using combined shape distribution
Multimedia Tools and Applications
3D shape descriptor for object recognition based on Kinect-like depth image
Image and Vision Computing
| Hi-index | 0.01 |
Classification is one of the basic tasks of data mining in modern database applications including molecular biology, astronomy, mechanical engineering, medical imaging or meteorology. The underlying models have to consider spatial properties such as shape or extension as well as thematic attributes. We introduce 3D shape histograms as an intuitive and powerful similarity model for 3D objects. Particular flexibility is provided by using quadratic form distance functions in order to account for errors of measurement, sampling, and numerical rounding that all may result in small displacements and rotations of shapes. For query processing, a general filter-refinement architecture is employed that efficiently supports similarity search based on quadratic forms. An experimental evaluation in the context of molecular biology demonstrates both, the high classification accuracy of more than 90% and the good performance of the approach.