Automatic object extraction and reconstruction in active video
Pattern Recognition
Multiview Stereo via Volumetric Graph-Cuts and Occlusion Robust Photo-Consistency
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multiflash Stereopsis: Depth-Edge-Preserving Stereo with Small Baseline Illumination
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Dense height map estimation from oblique aerial image sequences
Computer Vision and Image Understanding
3-D Reconstruction of Shaded Objects from Multiple Images Under Unknown Illumination
International Journal of Computer Vision
Detailed Real-Time Urban 3D Reconstruction from Video
International Journal of Computer Vision
Unwrap mosaics: a new representation for video editing
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ACM SIGGRAPH 2008 papers
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Shape recovery from turntable sequence using rim reconstruction
Pattern Recognition
Modeling the World from Internet Photo Collections
International Journal of Computer Vision
Image-based texture replacement using multiview images
Proceedings of the 2008 ACM symposium on Virtual reality software and technology
Using Multiple Hypotheses to Improve Depth-Maps for Multi-View Stereo
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Real-Time 3D Reconstruction for Collision Avoidance in Interventional Environments
MICCAI '08 Proceedings of the 11th International Conference on Medical Image Computing and Computer-Assisted Intervention, Part II
Carved Visual Hulls for Image-Based Modeling
International Journal of Computer Vision
International Journal of Computer Vision
Objective quality assessment in free-viewpoint video production
Image Communication
Improving Border Localization of Multi-Baseline Stereo Using Border-Cut
International Journal of Computer Vision
Shape from Depth Discontinuities
Emerging Trends in Visual Computing
Continuous Global Optimization in Multiview 3D Reconstruction
International Journal of Computer Vision
High resolution surface reconstruction from overlapping multiple-views
Proceedings of the twenty-fifth annual symposium on Computational geometry
Accurate Camera Calibration from Multi-View Stereo and Bundle Adjustment
International Journal of Computer Vision
Parallax photography: creating 3D cinematic effects from stills
Proceedings of Graphics Interface 2009
Generic Scene Recovery Using Multiple Images
SSVM '09 Proceedings of the Second International Conference on Scale Space and Variational Methods in Computer Vision
Camera Resectioning from a Box
SCIA '09 Proceedings of the 16th Scandinavian Conference on Image Analysis
MixIn3D: 3D Mixed Reality with ToF-Camera
Dyn3D '09 Proceedings of the DAGM 2009 Workshop on Dynamic 3D Imaging
Making Shape from Shading Work for Real-World Images
Proceedings of the 31st DAGM Symposium on Pattern Recognition
Real-Time GPU-Based Voxel Carving with Systematic Occlusion Handling
Proceedings of the 31st DAGM Symposium on Pattern Recognition
Dynamic shape capture using multi-view photometric stereo
ACM SIGGRAPH Asia 2009 papers
Personnel tracking on construction sites using video cameras
Advanced Engineering Informatics
Surround structured lighting: 3-D scanning with orthographic illumination
Computer Vision and Image Understanding
A framework for modeling 3D scenes using pose-free equations
ACM Transactions on Graphics (TOG)
Principles of Appearance Acquisition and Representation
Foundations and Trends® in Computer Graphics and Vision
The multiple-camera 3-D production studio
IEEE Transactions on Circuits and Systems for Video Technology
Automatic 3D object segmentation in multiple views using volumetric graph-cuts
Image and Vision Computing
Build your own 3D scanner: optical triangulation for beginners
ACM SIGGRAPH ASIA 2009 Courses
Build your own 3D scanner: 3D photography for beginners
ACM SIGGRAPH 2009 Courses
Joint Estimation of Shape and Reflectance using Multiple Images with Known Illumination Conditions
International Journal of Computer Vision
3D and Appearance Modeling from Images
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Factorization of Correspondence and Camera Error for Unconstrained Dense Correspondence Applications
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part I
Depth from Encoded Sliding Projections
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part I
Focused Volumetric Visual Hull with Color Extraction
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
3D Model Reconstruction from Turntable Sequence with Multiple -View Triangulation
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
Measurement of Pedestrian Groups Using Subtraction Stereo
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
Point-cloud refinement via exact matching
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Multi-view reconstruction under varying illumination conditions
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
3D object relighting based on multi-view stereo and image based lighting techniques
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Image and Vision Computing
A methodology for remote virtual interaction in teleimmersive environments
MMSys '10 Proceedings of the first annual ACM SIGMM conference on Multimedia systems
3D human modeling using virtual multi-view stereopsis and object-camera motion estimation
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Efficient stereoscopic ranging via stochastic sampling of match quality
IEEE Transactions on Image Processing
A robust approach for 3D cars reconstruction
SCIA'07 Proceedings of the 15th Scandinavian conference on Image analysis
Watertight multi-view reconstruction based on volumetric graph-cuts
SCIA'07 Proceedings of the 15th Scandinavian conference on Image analysis
Multi-view Superpixel Stereo in Urban Environments
International Journal of Computer Vision
TransforMesh: a topology-adaptive mesh-based approach to surface evolution
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
An occupancy-depth generative model of multi-view images
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
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ACM SIGGRAPH 2010 papers
Unstructured video-based rendering: interactive exploration of casually captured videos
ACM SIGGRAPH 2010 papers
A coaxial optical scanner for synchronous acquisition of 3D geometry and surface reflectance
ACM SIGGRAPH 2010 papers
Pose estimation from multiple cameras based on Sylvester's equation
Computer Vision and Image Understanding
Journal of Visual Communication and Image Representation
A quality controllable multi-view object reconstruction method for 3D imaging systems
Journal of Visual Communication and Image Representation
Parallel high resolution real-time visual hull on GPU
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Progressive 3D reconstruction of unknown objects using one eye-in-hand camera
ROBIO'09 Proceedings of the 2009 international conference on Robotics and biomimetics
IEEE Transactions on Image Processing
Computer Vision and Image Understanding
Multi-view Occlusion Reasoning for Probabilistic Silhouette-Based Dynamic Scene Reconstruction
International Journal of Computer Vision
A game-theoretic approach to the enforcement of global consistency in multi-view feature matching
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
Resampling structure from motion
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
A convex multi-view stereo formulation with robustness to occlusions and time-varying clutter
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
International Journal of Computer Vision
GPU-friendly multi-view stereo reconstruction using surfel representation and graph cuts
Computer Vision and Image Understanding
Disparity map refinement and 3D surface smoothing via directed anisotropic diffusion
Computer Vision and Image Understanding
A Database and Evaluation Methodology for Optical Flow
International Journal of Computer Vision
An iterative surface evolution algorithm for multiview stereo
Journal on Image and Video Processing - Special issue on fast and robust methods for multiple-view vision
Towards full 3D Helmholtz stereovision algorithms
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
Multi-view stereo reconstruction with high dynamic range texture
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
Modeling dynamic scenes recorded with freely moving cameras
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Joint Multi-Layer Segmentation and Reconstruction for Free-Viewpoint Video Applications
International Journal of Computer Vision
Reconstruction of 3d surface from 2d images using five lighting sources
Machine Graphics & Vision International Journal
Editor's Choice Article: Video-based, real-time multi-view stereo
Image and Vision Computing
3D video and free viewpoint video-From capture to display
Pattern Recognition
Evaluation of Interest Point Detectors and Feature Descriptors for Visual Tracking
International Journal of Computer Vision
Fusion of depth maps with multiple scales
Proceedings of the 2011 SIGGRAPH Asia Conference
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ICDHM'11 Proceedings of the Third international conference on Digital human modeling
Interactive 3D modeling of indoor environments with a consumer depth camera
Proceedings of the 13th international conference on Ubiquitous computing
Surface reconstruction of rotating objects from monocular video
ACIVS'11 Proceedings of the 13th international conference on Advanced concepts for intelligent vision systems
International Journal of Computer Vision
Recovery and Reasoning About Occlusions in 3D Using Few Cameras with Applications to 3D Tracking
International Journal of Computer Vision
Automated sparse 3D point cloud generation of infrastructure using its distinctive visual features
Advanced Engineering Informatics
Quantifying human reconstruction accuracy for voxelcarving in a sporting environment
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Scene reconstruction and visualization from internet photo collections
Scene reconstruction and visualization from internet photo collections
DietCam: Automatic dietary assessment with mobile camera phones
Pervasive and Mobile Computing
Dense versus Sparse Approaches for Estimating the Fundamental Matrix
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Range map superresolution-inpainting, and reconstruction from sparse data
Computer Vision and Image Understanding
Towards Unrestrained Depth Inference with Coherent Occlusion Filling
International Journal of Computer Vision
Self-calibrated, Multi-spectral Photometric Stereo for 3D Face Capture
International Journal of Computer Vision
International Journal of Computer Vision
Surface reconstruction from images using a variational formulation
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Layer-Constraint-Based visibility for volumetric multi-view reconstruction
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Parametric control of captured mesh sequences for real-time animation
MIG'11 Proceedings of the 4th international conference on Motion in Games
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Proceedings of the 2010 international conference on Video Processing and Computational Video
3D reconstruction and video-based rendering of casually captured videos
Proceedings of the 2010 international conference on Video Processing and Computational Video
Recovering depth map from video with moving objects
PSIVT'11 Proceedings of the 5th Pacific Rim conference on Advances in Image and Video Technology - Volume Part II
Weak statistical constraints for variational stereo imaging of oceanic waves
SSVM'11 Proceedings of the Third international conference on Scale Space and Variational Methods in Computer Vision
Interactive images: cuboid proxies for smart image manipulation
ACM Transactions on Graphics (TOG) - SIGGRAPH 2012 Conference Proceedings
COST'10 Proceedings of the 2010 international conference on Analysis of Verbal and Nonverbal Communication and Enactment
Translational photometric alignment of single-view image sequences
Computer Vision and Image Understanding
Parametric animation of performance-captured mesh sequences
Computer Animation and Virtual Worlds
Detail-feature-preserving surface reconstruction
Computer Animation and Virtual Worlds
Factored Facade Acquisition using Symmetric Line Arrangements
Computer Graphics Forum
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Journal of Computer Science and Technology - Special issue on Natural Language Processing
Keypoints and Local Descriptors of Scalar Functions on 2D Manifolds
International Journal of Computer Vision
Data-driven simulation methods in computer graphics: cloth, tissue and faces
ACM SIGGRAPH 2012 Courses
Computer-Aided design of tactile models: taxonomy and case studies
ICCHP'12 Proceedings of the 13th international conference on Computers Helping People with Special Needs - Volume Part II
Persistent homology for 3d reconstruction evaluation
CTIC'12 Proceedings of the 4th international conference on Computational Topology in Image Context
Methodology for evaluating static six-degree-of-freedom (6DoF) perception systems
Proceedings of the 10th Performance Metrics for Intelligent Systems Workshop
Non-rigid 3D shape tracking from multiview video
Computer Vision and Image Understanding
Static and dynamic 3D facial expression recognition: A comprehensive survey
Image and Vision Computing
Silhouette-aware warping for image-based rendering
EGSR'11 Proceedings of the Twenty-second Eurographics conference on Rendering
Using photographs to enhance videos of a static scene
EGSR'07 Proceedings of the 18th Eurographics conference on Rendering Techniques
Dense 3D point cloud generation from multiple high-resolution spherical images
VAST'11 Proceedings of the 12th International conference on Virtual Reality, Archaeology and Cultural Heritage
State of the Art Report on Video-Based Graphics and Video Visualization
Computer Graphics Forum
Improved reconstruction of deforming surfaces by cancelling ambient occlusion
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
3D reconstruction of dynamic scenes with multiple handheld cameras
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Scale robust multi view stereo
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
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A tensor voting approach for multi-view 3d scene flow estimation and refinement
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ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume 2
Video enhancement leveraging high-quality depth maps
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Two-frame stereo photography in low-light settings: a preliminary study
Proceedings of the 9th European Conference on Visual Media Production
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Polygon mesh repairing: An application perspective
ACM Computing Surveys (CSUR)
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Kinect-Based easy 3D object reconstruction
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UCAmI'12 Proceedings of the 6th international conference on Ubiquitous Computing and Ambient Intelligence
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Sequential reconstruction segment-wise feature track and structure updating based on parallax paths
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An efficient image matching method for multi-view stereo
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Depth synthesis and local warps for plausible image-based navigation
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An interactive system for set reconstruction from multiple input sources
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Computer Vision and Image Understanding
Three-dimensional reconstruction using multiresolution photoclinometry by deformation
The Visual Computer: International Journal of Computer Graphics
Homography based Monocular Dense Reconstruction for a Mobile Robot
Proceedings of Conference on Advances In Robotics
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Estimating Photometric Properties from Image Collections
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Special Section on HDR Imaging: Spatially varying image based lighting using HDR-video
Computers and Graphics
Bayesian 3D shape from silhouettes
Digital Signal Processing
Large-scale Structure-from-Motion Reconstruction with small memory consumption
Proceedings of International Conference on Advances in Mobile Computing & Multimedia
Quadratic Transformation for Planar Mapping of Implicit Surfaces
Journal of Mathematical Imaging and Vision
Multi-view dense 3D modelling of untextured objects from a moving projector-cameras system
Machine Vision and Applications
Evaluation of two-view geometry methods with automatic ground-truth generation
Image and Vision Computing
3D human motion analysis framework for shape similarity and retrieval
Image and Vision Computing
A Super-Resolution Framework for High-Accuracy Multiview Reconstruction
International Journal of Computer Vision
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Computer Vision and Image Understanding
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This paper presents a quantitative comparison of several multi-view stereo reconstruction algorithms. Until now, the lack of suitable calibrated multi-view image datasets with known ground truth (3D shape models) has prevented such direct comparisons. In this paper, we first survey multi-view stereo algorithms and compare them qualitatively using a taxonomy that differentiates their key properties. We then describe our process for acquiring and calibrating multiview image datasets with high-accuracy ground truth and introduce our evaluation methodology. Finally, we present the results of our quantitative comparison of state-of-the-art multi-view stereo reconstruction algorithms on six benchmark datasets. The datasets, evaluation details, and instructions for submitting new models are available online at http://vision.middlebury.edu/mview.