Proceedings of the 12th annual ACM international conference on Multimedia
Benchmarking CAD search techniques
Proceedings of the 2005 ACM symposium on Solid and physical modeling
Shape-based retrieval and analysis of 3d models
Communications of the ACM - 3d hard copy
Feature-based similarity search in 3D object databases
ACM Computing Surveys (CSUR)
Salient geometric features for partial shape matching and similarity
ACM Transactions on Graphics (TOG)
Content-based retrieval of 3D models
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
A planar-reflective symmetry transform for 3D shapes
ACM SIGGRAPH 2006 Papers
Generalizations of angular radial transform for 2D and 3D shape retrieval
Pattern Recognition Letters
Unsupervised learning from a corpus for shape-based 3D model retrieval
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
3D object retrieval using 2D line drawing and graph based relevance reedback
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
A partial shape matching technique for 3D model retrieval systems
SIGGRAPH '05 ACM SIGGRAPH 2005 Posters
Ferret: a toolkit for content-based similarity search of feature-rich data
Proceedings of the 1st ACM SIGOPS/EuroSys European Conference on Computer Systems 2006
A new 3D model retrieval approach based on the elevation descriptor
Pattern Recognition
A 3D object classifier for discriminating manufacturing processes
Computers and Graphics
Shape modeling and matching in identifying protein structure from low-resolution images
Proceedings of the 2007 ACM symposium on Solid and physical modeling
Distinctive regions of 3D surfaces
ACM Transactions on Graphics (TOG)
A spectral approach to shape-based retrieval of articulated 3D models
Computer-Aided Design
Laplace spectra as fingerprints for image recognition
Computer-Aided Design
Pose-Oblivious Shape Signature
IEEE Transactions on Visualization and Computer Graphics
Deformable Model Retrieval Based on Topological and Geometric Signatures
IEEE Transactions on Visualization and Computer Graphics
Curve-Skeleton Properties, Applications, and Algorithms
IEEE Transactions on Visualization and Computer Graphics
Data-Driven Grasp Synthesis Using Shape Matching and Task-Based Pruning
IEEE Transactions on Visualization and Computer Graphics
3D collage: expressive non-realistic modeling
Proceedings of the 5th international symposium on Non-photorealistic animation and rendering
Partial matching of 3D shapes with priority-driven search
SGP '06 Proceedings of the fourth Eurographics symposium on Geometry processing
Size functions for 3D shape retrieval
SGP '06 Proceedings of the fourth Eurographics symposium on Geometry processing
Surface reconstruction using local shape priors
SGP '07 Proceedings of the fifth Eurographics symposium on Geometry processing
3D model search and retrieval using the spherical trace transform
EURASIP Journal on Applied Signal Processing
Density-based 3D shape descriptors
EURASIP Journal on Applied Signal Processing
Learning semantic categories for 3D model retrieval
Proceedings of the international workshop on Workshop on multimedia information retrieval
Stratified helix information of medial-axis-points matching for 3D model retrieval
Proceedings of the international workshop on Workshop on multimedia information retrieval
Content-based object movie retrieval and relevance feedbacks
EURASIP Journal on Advances in Signal Processing
A boosting approach to content-based 3D model retrieval
Proceedings of the 5th international conference on Computer graphics and interactive techniques in Australia and Southeast Asia
Upright orientation of man-made objects
ACM SIGGRAPH 2008 papers
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
Multimedia Tools and Applications
Shape modeling and matching in identifying 3D protein structures
Computer-Aided Design
A powerful relevance feedback mechanism for content-based 3D model retrieval
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
Comparison of Dimension Reduction Methods for Database-Adaptive 3D Model Retrieval
Adaptive Multimedial Retrieval: Retrieval, User, and Semantics
A rectilinearity measurement for 3d meshes
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Multiresolution wavelet analysis of shape orientation for 3d shape retrieval
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Ranking on semantic manifold for shape-based 3d model retrieval
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
A method for content-based 3D model retrieval by 2D projection views
WSEAS Transactions on Circuits and Systems
Spatially Enhanced Bags of Words for 3D Shape Retrieval
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing
A New Shape Benchmark for 3D Object Retrieval
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing
Graphical Models
A 3D model retrieval approach using the interior and exterior 3D shape information
Multimedia Tools and Applications
A benchmark for 3D mesh segmentation
ACM SIGGRAPH 2009 papers
3D object retrieval using the 3D shape impact descriptor
Pattern Recognition
The Representation and Matching of Images Using Top Points
Journal of Mathematical Imaging and Vision
Loop subdivision surface based progressive interpolation
Journal of Computer Science and Technology
Proceedings of the 31st DAGM Symposium on Pattern Recognition
Characterization of 3D shape parts for semantic annotation
Computer-Aided Design
Dimension amnesic pyramid match kernel
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Boosting 3D object retrieval by object flexibility
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Dense sampling and fast encoding for 3D model retrieval using bag-of-visual features
Proceedings of the ACM International Conference on Image and Video Retrieval
Three-dimensional shape searching: state-of-the-art review and future trends
Computer-Aided Design
Knowledge-based approach for 3D skeleton extraction
Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human
A three dimensional box counting method for measuring fractal dimensions of 3D models
IMSA '07 Proceedings of the Eleventh IASTED International Conference on Internet and Multimedia Systems and Applications
Shape-based clustering for 3D CAD objects: A comparative study of effectiveness
Computer-Aided Design
Shape-Based Autotagging of 3D Models for Retrieval
SAMT '09 Proceedings of the 4th International Conference on Semantic and Digital Media Technologies: Semantic Multimedia
3D Gaussian descriptor for 3D shape retrieval
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Ellipsoidal harmonics for 3-D shape description and retrieval
IEEE Transactions on Multimedia
Squigraphs for fine and compact modeling of 3-D shapes
IEEE Transactions on Image Processing
Shape-based search of mechanical CAD models for product data management
International Journal of Computer Applications in Technology
A new strategy combining empirical and analytical approaches for grasping unknown 3D objects
Robotics and Autonomous Systems
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
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
3D Part identification based on local shape descriptors
PerMIS '08 Proceedings of the 8th Workshop on Performance Metrics for Intelligent Systems
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
Semantic annotation of 3D surface meshes based on feature characterization
SAMT'07 Proceedings of the semantic and digital media technologies 2nd international conference on Semantic Multimedia
A 3D object retrieval method using segment thickness histograms and the connection of segments
PSIVT'07 Proceedings of the 2nd Pacific Rim conference on Advances in image and video technology
Description, matching and retrieval by content of 3D objects
DELOS'07 Proceedings of the 1st international conference on Digital libraries: research and development
3D model retrieval based on multi-shell extended Gaussian image
VISUAL'07 Proceedings of the 9th international conference on Advances in visual information systems
An images-based 3d model retrieval approach
MMM'08 Proceedings of the 14th international conference on Advances in multimedia modeling
Supervised learning of similarity measures for content-based 3D model retrieval
LKR'08 Proceedings of the 3rd international conference on Large-scale knowledge resources: construction and application
A novel moments generation inspired by 3D spherical harmonics for robust 2D shape description
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Exploring the bag-of-words method for 3D shape retrieval
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Content-based 3D object retrieval using 2D views
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Similarity Learning for 3D Object Retrieval Using Relevance Feedback and Risk Minimization
International Journal of Computer Vision
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
Real-time Object Recognition in Sparse Range Images Using Error Surface Embedding
International Journal of Computer Vision
PANORAMA: A 3D Shape Descriptor Based on Panoramic Views for Unsupervised 3D Object Retrieval
International Journal of Computer Vision
Learning Robust Similarity Measures for 3D Partial Shape Retrieval
International Journal of Computer Vision
Object Recognition in 3D Point Clouds Using Web Data and Domain Adaptation
International Journal of Robotics Research
Subspace methods for retrieval of general 3D models
Computer Vision and Image Understanding
A 3D shape retrieval framework for 3D smart cities
Frontiers of Computer Science in China
Style-content separation by anisotropic part scales
ACM SIGGRAPH Asia 2010 papers
Volumetric heat kernel signatures
Proceedings of the ACM workshop on 3D object retrieval
Distance metric learning and feature combination for shape-based 3D model retrieval
Proceedings of the ACM workshop on 3D object retrieval
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
3D model retrieval using 2D view and transform-based features
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Shape google: Geometric words and expressions for invariant shape retrieval
ACM Transactions on Graphics (TOG)
Hybrid associative retrieval of three-dimensional models
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Investigating the bag-of-words method for 3D shape retrieval
EURASIP Journal on Advances in Signal Processing - Special issue on advanced image processing for defense and security applications
A survey of hierarchical classification across different application domains
Data Mining and Knowledge Discovery
International Journal of Computer Vision
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
3D shape retrieval by Poisson histogram
Pattern Recognition Letters
ModelSeek: an effective 3D model retrieval system
Multimedia Tools and Applications
From 2D silhouettes to 3D object retrieval: contributions and benchmarking
Journal on Image and Video Processing
Manifold topological multi-resolution analysis method
Pattern Recognition
Converting 3D furniture models to fabricatable parts and connectors
ACM SIGGRAPH 2011 papers
A Continuum Mechanical Approach to Geodesics in Shape Space
International Journal of Computer Vision
Matching 2D and 3D articulated shapes using the eccentricity transform
Computer Vision and Image Understanding
SMI 2011: Full Paper: Geometric models with weigthed topology
Computers and Graphics
Autonomous Robots
Skeleton path based approach for nonrigid 3D shape analysis and retrieval
IWCIA'11 Proceedings of the 14th international conference on Combinatorial image analysis
SCIA'11 Proceedings of the 17th Scandinavian conference on Image analysis
Indexing tree structures through caterpillar decomposition
SCIA'11 Proceedings of the 17th Scandinavian conference on Image analysis
Perceptual models of viewpoint preference
ACM Transactions on Graphics (TOG)
Active multiple kernel learning for interactive 3D object retrieval systems
ACM Transactions on Interactive Intelligent Systems (TiiS)
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 object retrieval with semantic attributes
MM '11 Proceedings of the 19th ACM international conference on Multimedia
A new 3-D model retrieval system based on aspect-transition descriptor
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
Electric field force features-harmonic representation for 3d shape similarity
CGI'06 Proceedings of the 24th international conference on Advances in Computer Graphics
Shape matching based on fully automatic face detection on triangular meshes
CGI'06 Proceedings of the 24th international conference on Advances in Computer Graphics
Content-based object movie retrieval by use of relevance feedback
CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
Towards automatic classification of 3-d museum artifacts using ontological concepts
CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
Automatic upright orientation and good view recognition for 3D man-made models
Pattern Recognition
Manifold-ranking based retrieval using k-regular nearest neighbor graph
Pattern Recognition
Content-Based 3d retrieval by krawtchouk moments
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part II
Artificial Intelligence for Engineering Design, Analysis and Manufacturing - Representing and Reasoning About Three-Dimensional Space
A new MPEG-7 standard: perceptual 3-D shape descriptor
PCM'04 Proceedings of the 5th Pacific Rim Conference on Advances in Multimedia Information Processing - Volume Part II
Graph-based combinations of fragment descriptors for improved 3D Object Retrieval
Proceedings of the 3rd Multimedia Systems Conference
Isometric deformation invariant 3D shape recognition
Pattern Recognition
Shape-based retrieval of articulated 3d models using spectral embedding
GMP'06 Proceedings of the 4th international conference on Geometric Modeling and Processing
Density-based shape descriptors for 3d object retrieval
MRCS'06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security
A 3D geometry search engine in support of learning
ICWL'07 Proceedings of the 6th international conference on Advances in web based learning
View context: a 3D model feature for retrieval
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Discrete minimum distortion correspondence problems for non-rigid shape matching
SSVM'11 Proceedings of the Third international conference on Scale Space and Variational Methods in Computer Vision
ACM Transactions on Graphics (TOG) - SIGGRAPH 2012 Conference Proceedings
ACM Transactions on Graphics (TOG) - SIGGRAPH 2012 Conference Proceedings
Exploring collections of 3D models using fuzzy correspondences
ACM Transactions on Graphics (TOG) - SIGGRAPH 2012 Conference Proceedings
Improving 3D similarity search by enhancing and combining 3D descriptors
Multimedia Tools and Applications
Unsupervised upright orientation of man-made models
Graphical Models
Contour canonical form: an efficient intrinsic embedding approach to matching non-rigid 3D objects
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
3D shape retrieval using bag-of-feature method basing on local codebooks
ICISP'12 Proceedings of the 5th international conference on Image and Signal Processing
A comparison of methods for non-rigid 3D shape retrieval
Pattern Recognition
Benchmarks, performance evaluation and contests for 3D shape retrieval
Proceedings of the 10th Performance Metrics for Intelligent Systems Workshop
Characterizing shape using conformal factors
EG 3DOR'08 Proceedings of the 1st Eurographics conference on 3D Object Retrieval
3D object retrieval using an efficient and compact hybrid shape descriptor
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
On-line and open platform for 3D object retrieval
EG 3DOR'08 Proceedings of the 1st Eurographics conference on 3D Object Retrieval
Semantics-driven approach for automatic selection of best views of 3D shapes
EG 3DOR'10 Proceedings of the 3rd Eurographics conference on 3D Object Retrieval
SHREC'10 track: non-rigid 3D shape retrieval
EG 3DOR'10 Proceedings of the 3rd Eurographics conference on 3D Object Retrieval
ConTopo: non-rigid 3D object retrieval using topological information guided by conformal factors
EG 3DOR'11 Proceedings of the 4th Eurographics conference on 3D Object Retrieval
Bag of words and local spectral descriptor for 3D partial shape retrieval
EG 3DOR'11 Proceedings of the 4th Eurographics conference on 3D Object Retrieval
SHREC'11 track: shape retrieval on non-rigid 3D watertight meshes
EG 3DOR'11 Proceedings of the 4th 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
3D object retrieval via range image queries based on SIFT descriptors on panoramic views
EG 3DOR'12 Proceedings of the 5th Eurographics conference on 3D Object Retrieval
Local goemetrical feature with spatial context for shape-based 3D model retrieval
EG 3DOR'12 Proceedings of the 5th Eurographics conference on 3D Object Retrieval
SHREC'12 track: sketch-based 3D shape retrieval
EG 3DOR'12 Proceedings of the 5th Eurographics conference on 3D Object Retrieval
SHREC'12 track: generic 3D shape retrieval
EG 3DOR'12 Proceedings of the 5th Eurographics conference on 3D Object Retrieval
Pictorial analysis of line-drawings
Computational Aesthetics'08 Proceedings of the Fourth Eurographics conference on Computational Aesthetics in Graphics, Visualization and Imaging
Sketch-based search and composition of 3D models
SBM'08 Proceedings of the Fifth Eurographics conference on Sketch-Based Interfaces and Modeling
Stratified point sampling of 3D models
SPBG'04 Proceedings of the First Eurographics conference on Point-Based Graphics
Detection, classification and estimation of individual shapes in 2D and 3D point clouds
Computational Statistics & Data Analysis
Perceptual evaluation of automatic 2.5d cartoon modelling
PKAW'12 Proceedings of the 12th Pacific Rim conference on Knowledge Management and Acquisition for Intelligent Systems
3D object classification using scale invariant heat kernels with collaborative classification
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part I
A benchmark for content-based retrieval in bivariate data collections
TPDL'12 Proceedings of the Second international conference on Theory and Practice of Digital Libraries
Computer Vision and Image Understanding
3D model retrieval using hybrid features and class information
Multimedia Tools and Applications
Relaxed lightweight assembly retrieval using vector space model
Computer-Aided Design
A Performance Evaluation of Volumetric 3D Interest Point Detectors
International Journal of Computer Vision
Performance Evaluation of 3D Keypoint Detectors
International Journal of Computer Vision
Feature-Preserved 3D Canonical Form
International Journal of Computer Vision
Fast nonrigid 3D retrieval using modal space transform
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Qualitative organization of collections of shapes via quartet analysis
ACM Transactions on Graphics (TOG) - SIGGRAPH 2013 Conference Proceedings
A probabilistic 3d model retrieval system using sphere image
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Best view selection of 3D models based on unsupervised feature learning and discrimination ability
Proceedings of the 6th International Symposium on Visual Information Communication and Interaction
Subspace-based clustering and retrieval of 3-D objects
Computers and Electrical Engineering
Object detection, shape recovery, and 3D modelling by depth-encoded hough voting
Computer Vision and Image Understanding
Harmonic parameterization by electrostatics
ACM Transactions on Graphics (TOG)
Content-based 3D model retrieval using a single depth image from a low-cost 3D camera
The Visual Computer: International Journal of Computer Graphics
A multiresolution descriptor for deformable 3D shape retrieval
The Visual Computer: International Journal of Computer Graphics
Combining topological and view-based features for 3D model retrieval
Multimedia Tools and Applications
Sketch-based 3D model retrieval by incorporating 2D-3D alignment
Multimedia Tools and Applications
Generic fitted shapes (GFS): Volumetric object segmentation in service robotics
Robotics and Autonomous Systems
ACM Transactions on Graphics (TOG)
Viewpoint information-theoretic measures for 3D shape similarity
Proceedings of the 12th ACM SIGGRAPH International Conference on Virtual-Reality Continuum and Its Applications in Industry
CM-BOF: visual similarity-based 3D shape retrieval using Clock Matching and Bag-of-Features
Machine Vision and Applications
A comparison of methods for sketch-based 3D shape retrieval
Computer Vision and Image Understanding
Rotation-Invariant HOG Descriptors Using Fourier Analysis in Polar and Spherical Coordinates
International Journal of Computer Vision
3D object retrieval via range image queries in a bag-of-visual-words context
The Visual Computer: International Journal of Computer Graphics
Stable grasping under pose uncertainty using tactile feedback
Autonomous Robots
On 3D object retrieval benchmarking
3D Research
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
Dynamic maps for exploring and browsing shapes
SGP '13 Proceedings of the Eleventh Eurographics/ACMSIGGRAPH Symposium on Geometry Processing
SymPan: 3D model pose normalization via panoramic views and reflective symmetry
3DOR '13 Proceedings of the Sixth Eurographics Workshop on 3D Object Retrieval
Sketch-based 3D model retrieval by viewpoint entropy-based adaptive view clustering
3DOR '13 Proceedings of the Sixth Eurographics Workshop on 3D Object Retrieval
SHREC'13 track: large scale sketch-based 3D shape retrieval
3DOR '13 Proceedings of the Sixth Eurographics Workshop on 3D Object Retrieval
Charge density-based 3D model retrieval using bag-of-feature
3DOR '13 Proceedings of the Sixth Eurographics Workshop on 3D Object Retrieval
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In recent years, many shape representations and geometricalgorithms have been proposed for matching 3D shapes.Usually, each algorithm is tested on a different (small)database of 3D models, and thus no direct comparison isavailable for competing methods.In this paper, we describe the Princeton Shape Benchmark(PSB), a publicly available database of polygonalmodels collected from the World Wide Web and a suite oftools for comparing shape matching and classification algorithms.One feature of the benchmark is that it providesmultiple semantic labels for each 3D model. For instance, itincludes one classification of the 3D models based on function,another that considers function and form, and othersbased on how the object was constructed (e.g., man-madeversus natural objects).We find that experiments with these classifications canexpose different properties of shape-based retrieval algorithms.For example, out of 12 shape descriptors tested,Extended Gaussian Images [13] performed best for distinguishingman-made from natural objects, while they performedamong the worst for distinguishing specific objecttypes. Based on experiments with several different shapedescriptors, we conclude that no single descriptor is bestfor all classifications, and thus the main contribution of thispaper is to provide a framework to determine the conditionsunder which each descriptor performs best.