The query by image content (QBIC) system
SIGMOD '95 Proceedings of the 1995 ACM SIGMOD international conference on Management of data
Using Spin Images for Efficient Object Recognition in Cluttered 3D Scenes
IEEE Transactions on Pattern Analysis and Machine Intelligence
Efficient geometry-based similarity search of 3D spatial databases
SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
Parameter-controlled volume thinning
CVGIP: Graphical Models and Image Processing
A survey of free-form object representation and recognition techniques
Computer Vision and Image Understanding
Database techniques for archival of solid models
Proceedings of the sixth ACM symposium on Solid modeling and applications
Topology matching for fully automatic similarity estimation of 3D shapes
Proceedings of the 28th annual conference on Computer graphics and interactive techniques
Indexing and retrieval of 3D models aided by active learning
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
ACM Computing Surveys (CSUR)
ACM Computing Surveys (CSUR)
Searching Multimedia Databases by Content
Searching Multimedia Databases by Content
Modern Information Retrieval
Using shape distributions to compare solid models
Proceedings of the seventh ACM symposium on Solid modeling and applications
ACM Transactions on Graphics (TOG)
ACM Transactions on Graphics (TOG)
The Complex EGI: A New Representation for 3-D Pose Determination
IEEE Transactions on Pattern Analysis and Machine Intelligence
Nearest Neighbor Classification in 3D Protein Databases
Proceedings of the Seventh International Conference on Intelligent Systems for Molecular Biology
Efficient User-Adaptable Similarity Search in Large Multimedia Databases
VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
3D Shape Histograms for Similarity Search and Classification in Spatial Databases
SSD '99 Proceedings of the 6th International Symposium on Advances in Spatial Databases
3D Object Retrieval by Shape Similarity
DEXA '02 Proceedings of the 13th International Conference on Database and Expert Systems Applications
Spin Images and Neural Networks for Efficient Content-Based Retrieval in 3D Object Databases
CIVR '02 Proceedings of the International Conference on Image and Video Retrieval
Combining multi-visual features for efficient indexing in a large image database
The VLDB Journal — The International Journal on Very Large Data Bases
Using extended feature objects for partial similarity retrieval
The VLDB Journal — The International Journal on Very Large Data Bases
Content based retrieval of VRML objects: an iterative and interactive approach
Proceedings of the sixth Eurographics workshop on Multimedia 2001
Scale-space representation of 3D models and topological matching
SM '03 Proceedings of the eighth ACM symposium on Solid modeling and applications
3D zernike descriptors for content based shape retrieval
SM '03 Proceedings of the eighth ACM symposium on Solid modeling and applications
Automated learning of model classifications
SM '03 Proceedings of the eighth ACM symposium on Solid modeling and applications
CVPR '96 Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96)
Shape-Similarity Search of Three-Dimensional Models Using Parameterized Statistics
PG '02 Proceedings of the 10th Pacific Conference on Computer Graphics and Applications
Skeleton Based Shape Matching and Retrieval
SMI '03 Proceedings of the Shape Modeling International 2003
Shape-Similarity Search of 3D Models by using Enhanced Shape Functions
TPCG '03 Proceedings of the Theory and Practice of Computer Graphics 2003
Content-based Retrieval of 3D Models in Distributed Web Databases by Visual Shape Information
IV '00 Proceedings of the International Conference on Information Visualisation
Empirical Evaluation of Dissimilarity Measures for Color and Texture
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
Using sets of feature vectors for similarity search on voxelized CAD objects
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
A Geometric Approach to 3D Object Comparison
SMI '01 Proceedings of the International Conference on Shape Modeling & Applications
Shock Graphs and Shape Matching
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
A Metric for Distributions with Applications to Image Databases
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
A Similarity-Based Aspect-Graph Approach to 3D Object Recognition
International Journal of Computer Vision
Content-based Three-dimensional Engineering Shape Search
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
A Reflective Symmetry Descriptor for 3D Models
Algorithmica
SMI '04 Proceedings of the Shape Modeling International 2004
ACM SIGGRAPH 2004 Papers
A Bayesian Framework for 3D Models Retrieval Based on Characteristic Views
3DPVT '04 Proceedings of the 3D Data Processing, Visualization, and Transmission, 2nd International Symposium
Retrieval of 3D objects by visual similarity
Proceedings of the 6th ACM SIGMM international workshop on Multimedia information retrieval
Automatic Selection and Combination of Descriptors for Effective 3D Similarity Search
ISMSE '04 Proceedings of the IEEE Sixth International Symposium on Multimedia Software Engineering
Distinctive regions of 3D surfaces
ACM Transactions on Graphics (TOG)
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
Unified framework for fast exact and approximate search in dissimilarity spaces
ACM Transactions on Database Systems (TODS)
Active object recognition based on Fourier descriptors clustering
Pattern Recognition Letters
Towards automatic feature vector optimization for multimedia applications
Proceedings of the 2008 ACM symposium on Applied computing
Size functions for comparing 3D models
Pattern Recognition
Retrieving 3D CAD model by freehand sketches for design reuse
Advanced Engineering Informatics
Describing shapes by geometrical-topological properties of real functions
ACM Computing Surveys (CSUR)
A survey of content based 3D shape retrieval methods
Multimedia Tools and Applications
A powerful relevance feedback mechanism for content-based 3D model retrieval
Multimedia Tools and Applications
A New Shape Benchmark for 3D Object Retrieval
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing
A diffusion wavelet approach for 3-D model matching
Computer-Aided Design
3D Model Segmentation and Representation with Implicit Polynomials
IEICE - Transactions on Information and Systems
3D model comparison using spatial structure circular descriptor
Pattern Recognition
Extraction of 3D Feature Descriptor Using the Distribution of Normal Vectors
FQAS '09 Proceedings of the 8th International Conference on Flexible Query Answering Systems
Saliency Regions for 3D Mesh Abstraction
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Eigendecomposition of images correlated on S1, S2, and SO(3) using spectral theory
IEEE Transactions on Image Processing
A solution to the next best view problem based on D-Spheres for 3D object recognition
CGIM '08 Proceedings of the Tenth IASTED International Conference on Computer Graphics and Imaging
Shape-based indexing scheme for camera view invariant 3-D object retrieval
Multimedia Tools and Applications
An illustration of eigenspace decomposition for illumination invariant pose estimation
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Shape-based search of mechanical CAD models for product data management
International Journal of Computer Applications in Technology
Automatic combination of feature descriptors for effective 3D shape retrieval
MIRAGE'07 Proceedings of the 3rd international conference on Computer vision/computer graphics collaboration techniques
MADE: a composite visual-based 3D shape descriptor
MIRAGE'07 Proceedings of the 3rd international conference on Computer vision/computer graphics collaboration techniques
Improving efficiency of density-based shape descriptors for 3D object retrieval
MIRAGE'07 Proceedings of the 3rd international conference on Computer vision/computer graphics collaboration techniques
Proceedings of the 2010 ACM Symposium on Applied Computing
Identifying objects in range data based on similarity transformation invariant shape signatures
PerMIS '08 Proceedings of the 8th Workshop on Performance Metrics for Intelligent Systems
View-based 3D model retrieval with probabilistic graph model
Neurocomputing
3D CAD model matching from 2D local invariant features
Computers in Industry
Thesaurus-based 3D Object Retrieval with Part-in-Whole Matching
International Journal of Computer Vision
Similarity Learning for 3D Object Retrieval Using Relevance Feedback and Risk Minimization
International Journal of Computer Vision
Spectral-Driven Isometry-Invariant Matching of 3D Shapes
International Journal of Computer Vision
A 3D Shape Retrieval Framework Supporting Multimodal Queries
International Journal of Computer Vision
PANORAMA: A 3D Shape Descriptor Based on Panoramic Views for Unsupervised 3D Object Retrieval
International Journal of Computer Vision
Contextual Part Analogies in 3D Objects
International Journal of Computer Vision
Learning in parallel universes
Data Mining and Knowledge Discovery
Subspace methods for retrieval of general 3D models
Computer Vision and Image Understanding
A shape-based searching system for industrial components
Proceedings of the 15th International Conference on Web 3D Technology
A 3D shape classifier with neural network supervision
International Journal of Computer Applications in Technology
Proceedings of the international conference on Multimedia
3D object retrieval with bag-of-region-words
Proceedings of the international conference on Multimedia
Intelligent query: open another door to 3d object retrieval
Proceedings of the international conference on Multimedia
3D shape retrieval based on best view selection
Proceedings of the ACM workshop on 3D object retrieval
Shape comparison through mutual distances of real functions
Proceedings of the ACM workshop on 3D object retrieval
Indexing of 3d models based on graph of surfacic regions
Proceedings of the ACM workshop on 3D object retrieval
Geodesic shape retrieval via optimal mass transport
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Artwork 3D model database indexing and classification
Pattern Recognition
Shape google: Geometric words and expressions for invariant shape retrieval
ACM Transactions on Graphics (TOG)
Geodesic Methods in Computer Vision and Graphics
Foundations and Trends® in Computer Graphics and Vision
3D model retrieval using weighted bipartite graph matching
Image Communication
Measuring 3D shape similarity by graph-based matching of the medial scaffolds
Computer Vision and Image Understanding
ModelSeek: an effective 3D model retrieval system
Multimedia Tools and Applications
Semantic 3D Media and Content: Surface partial matching and application to archaeology
Computers and Graphics
Matching 2D and 3D articulated shapes using the eccentricity transform
Computer Vision and Image Understanding
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
Retrieval of 3D polygonal objects based on multiresolution signatures
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part II
Scene parsing using a prior world model
International Journal of Robotics Research
Local features for partial shape matching and retrieval
MM '11 Proceedings of the 19th ACM international conference on Multimedia
3D CAD model retrieval with perturbed Laplacian spectra
Computers in Industry
Pattern Recognition Letters
Lightweight Web3D modeling by finding and reusing repeated components
Proceedings of the 10th International Conference on Virtual Reality Continuum and Its Applications in Industry
A comparison framework for 3d object classification methods
MRCS'06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security
k-Partite graph reinforcement and its application in multimedia information retrieval
Information Sciences: an International Journal
Improving 3D similarity search by enhancing and combining 3D descriptors
Multimedia Tools and Applications
Robust 3D mesh model hashing based on feature object
Digital Signal Processing
3D object retrieval based on a graph model descriptor
Neurocomputing
Keypoints and Local Descriptors of Scalar Functions on 2D Manifolds
International Journal of Computer Vision
3D object retrieval using an efficient and compact hybrid shape descriptor
EG 3DOR'08 Proceedings of the 1st Eurographics conference on 3D Object Retrieval
Isometry-invariant matching of point set surfaces
EG 3DOR'08 Proceedings of the 1st Eurographics conference on 3D Object Retrieval
Part analogies in sets of objects
EG 3DOR'08 Proceedings of the 1st Eurographics conference on 3D Object Retrieval
Similarity score fusion by ranking risk minimization for 3D object retrieval
EG 3DOR'08 Proceedings of the 1st Eurographics conference on 3D Object Retrieval
Template based shape descriptor
EG 3DOR'09 Proceedings of the 2nd Eurographics conference on 3D Object Retrieval
Multilevel relevance feedback for 3D shape retrieval
EG 3DOR'09 Proceedings of the 2nd Eurographics conference on 3D Object Retrieval
Robust volumetric shape descriptor
EG 3DOR'10 Proceedings of the 3rd Eurographics conference on 3D Object Retrieval
Feature selection for enhanced spectral shape comparison
EG 3DOR'10 Proceedings of the 3rd Eurographics conference on 3D Object Retrieval
A GPU based high-efficient and accurate optimal pose alignment approach of 3D objects
EG 3DOR'11 Proceedings of the 4th Eurographics conference on 3D Object Retrieval
View-based 3D object retrieval by bipartite graph matching
Proceedings of the 20th ACM international conference on Multimedia
International Journal of Organizational and Collective Intelligence
3D face recognition using local binary patterns
Signal Processing
ε-Isometry based shape approximation for image content representation
Signal Processing
A probabilistic 3d model retrieval system using sphere image
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Comparison of organs' shapes with geometric and Zernike 3D moments
Computer Methods and Programs in Biomedicine
Key-dependent 3D model hashing for authentication using heat kernel signature
Digital Signal Processing
Text mapping: Visualising unstructured, structured, and time-based text collections
Intelligent Decision Technologies - Knowledge Visualization
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
Learning kernels on extended Reeb graphs for 3d shape classification and retrieval
3DOR '13 Proceedings of the Sixth Eurographics Workshop on 3D Object Retrieval
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The development of effective content-based multimedia search systems is an important research issue due to the growing amount of digital audio-visual information. In the case of images and video, the growth of digital data has been observed since the introduction of 2D capture devices. A similar development is expected for 3D data as acquisition and dissemination technology of 3D models is constantly improving. 3D objects are becoming an important type of multimedia data with many promising application possibilities. Defining the aspects that constitute the similarity among 3D objects and designing algorithms that implement such similarity definitions is a difficult problem. Over the last few years, a strong interest in methods for 3D similarity search has arisen, and a growing number of competing algorithms for content-based retrieval of 3D objects have been proposed. We survey feature-based methods for 3D retrieval, and we propose a taxonomy for these methods. We also present experimental results, comparing the effectiveness of some of the surveyed methods.