A Computational Approach to Edge Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Computer vision theory: The lack thereof
Computer Vision, Graphics, and Image Processing
Anything you can do, I can do better (no you can't)
Computer Vision, Graphics, and Image Processing
Stereo Error Detection, Correction, and Evaluation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Digital elevation model production by stereo-matching spot image-pairs: a comparison of algorithms
Image and Vision Computing
Motion and Structure From Two Perspective Views: Algorithms, Error Analysis, and Error Estimation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Stochastic Analysis of Stereo Quantization Error
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Design and Use of Steerable Filters
IEEE Transactions on Pattern Analysis and Machine Intelligence
Ignorance, myopia, and naivete´ in computer vision systems
CVGIP: Image Understanding
On the Verification of Hypothesized Matches in Model-Based Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Performance Evaluation of Scene Registration and Stereo Matching for Artographic Feature Extraction
IEEE Transactions on Pattern Analysis and Machine Intelligence - Special issue on interpretation of 3-D scenes—part II
Performance of optical flow techniques
International Journal of Computer Vision
Performance characterization in computer vision
CVGIP: Image Understanding
Optical flow estimation: advances and comparisons
ECCV '94 Proceedings of the third European conference on Computer vision (vol. 1)
Robust methods for estimating pose and a sensitivity analysis
CVGIP: Image Understanding
International Journal of Computer Vision
Review and analysis of solutions of the three point perspective pose estimation problem
International Journal of Computer Vision
Active shape models—their training and application
Computer Vision and Image Understanding
Probabilistic analysis of the application of the cross ratio to model based vision
International Journal of Computer Vision
Robust recognition of scaled shapes using pairwise geometric histograms
BMVC '95 Proceedings of the 6th British conference on Machine vision (Vol. 2)
Algorithmic modelling for performance evaluation
Machine Vision and Applications - Special issue on performance evaluation
Random perturbation models for boundary extraction sequence
Machine Vision and Applications - Special issue on performance evaluation
Estimating 3-D rigid body transformations: a comparison of four major algorithms
Machine Vision and Applications - Special issue on performance evaluation
A comparative study of the robustness of two pose estimation techniques
Machine Vision and Applications - Special issue on performance evaluation
Machine Vision and Applications - Special issue on performance evaluation
Performance characterization of fundamental matrix estimation under image degradation
Machine Vision and Applications - Special issue on performance evaluation
The Effect of Gaussian Error in Object Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Edges: saliency measures and automatic thresholding
Machine Vision and Applications
SUSAN—A New Approach to Low Level Image Processing
International Journal of Computer Vision
Techniques for Assessing Polygonal Approximations of Curves
IEEE Transactions on Pattern Analysis and Machine Intelligence
Large-Scale Simulation Studies in Image Pattern Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Performance Assessment Through Bootstrap
IEEE Transactions on Pattern Analysis and Machine Intelligence
An Integrated Model for Evaluating the Amount of Data Required for Reliable Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Characterizing the uncertainty of the fundamental matrix
Computer Vision and Image Understanding
Robust Visual Method for Assessing the Relative Performance of Edge-Detection Algorithms
IEEE Transactions on Pattern Analysis and Machine Intelligence
What Size Test Set Gives Good Error Rate Estimates?
IEEE Transactions on Pattern Analysis and Machine Intelligence
Incremental Arc Segmentation Algorithm and Its Evaluation
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
What Is the Set of Images of an Object Under All Possible Illumination Conditions?
International Journal of Computer Vision
Introduction to the Special Section on Empirical Evaluation of Computer Vision Algorithms
IEEE Transactions on Pattern Analysis and Machine Intelligence
Recognition of Articulated and Occluded Objects
IEEE Transactions on Pattern Analysis and Machine Intelligence
Evaluation of Interest Point Detectors
International Journal of Computer Vision - Special issue on a special section on visual surveillance
Predicting Performance of Object Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
The FERET Evaluation Methodology for Face-Recognition Algorithms
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multiple view geometry in computer visiond
Multiple view geometry in computer visiond
Computing Optical Flow with Physical Models of Brightness Variation
IEEE Transactions on Pattern Analysis and Machine Intelligence
An Optimization Methodology for Document Structure Extraction on Latin Character Documents
IEEE Transactions on Pattern Analysis and Machine Intelligence
Detecting Faces in Images: A Survey
IEEE Transactions on Pattern Analysis and Machine Intelligence
Imaging and vision systems: theory, assessment and applications
Imaging and vision systems: theory, assessment and applications
Measurement of Image Velocity
Active Computer Vision by Cooperative Focus and Stereo
Active Computer Vision by Cooperative Focus and Stereo
Empirical Evaluation Techniques in Computer Vision
Empirical Evaluation Techniques in Computer Vision
The Geometry of Multiple Images: The Laws That Govern The Formation of Images of A Scene and Some of Their Applications
Performance evaluation of document structure extraction algorithms
Computer Vision and Image Understanding - Special issue on empirical evaluation of computer vision algorithms
A Taxonomy and Evaluation of Dense Two-Frame Stereo Correspondence Algorithms
International Journal of Computer Vision
Correction to "Error Analysis in Stereo Determination of 3-D Point Positions"
IEEE Transactions on Pattern Analysis and Machine Intelligence
Unbiased Estimation and Statistical Analysis of 3-D Rigid Motion from Two Views
IEEE Transactions on Pattern Analysis and Machine Intelligence
Radiometric CCD camera calibration and noise estimation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Hypothesis Testing: A Framework for Analyzing and Optimizing Hough Transform Performance
IEEE Transactions on Pattern Analysis and Machine Intelligence
Bounds on Shape Recognition Performance
IEEE Transactions on Pattern Analysis and Machine Intelligence
Hierarchical Model-Based Motion Estimation
ECCV '92 Proceedings of the Second European Conference on Computer Vision
Optimal Robot Self-Localization and Reliability Evaluation
ECCV '98 Proceedings of the 5th European Conference on Computer Vision-Volume II - Volume II
Affine/ Photometric Invariants for Planar Intensity Patterns
ECCV '96 Proceedings of the 4th European Conference on Computer Vision-Volume I - Volume I
A Benchmark: Performance Evaluation of Dashed-Line Detection Algorithms
Selected Papers from the First International Workshop on Graphics Recognition, Methods and Applications
How to Win a Dashed Line Detection Contest
Selected Papers from the First International Workshop on Graphics Recognition, Methods and Applications
Multigrid Convergence Based Evaluation of Surface Approximations
Proceedings of the Theoretical Foundations of Computer Vision, TFCV on Performance Characterization in Computer Vision
Sensitivity Analysis of Projective Geometry 3D Reconstruction
Proceedings of the Theoretical Foundations of Computer Vision, TFCV on Performance Characterization in Computer Vision
Databases for Performance Characterization
Proceedings of the Theoretical Foundations of Computer Vision, TFCV on Performance Characterization in Computer Vision
Principles of Constructing a Performance Evaluation Protocol for Graphics Recognition Algorithms
Proceedings of the Theoretical Foundations of Computer Vision, TFCV on Performance Characterization in Computer Vision
A decision-theoretic generalization of on-line learning and an application to boosting
EuroCOLT '95 Proceedings of the Second European Conference on Computational Learning Theory
Modelling Stereo Vision for Range Sensor Simulation
Proceedings of the 12th European Simulation Multiconference on Simulation - Past, Present and Future
Performance Characterization in Computer Vision
CAIP '93 Proceedings of the 5th International Conference on Computer Analysis of Images and Patterns
A Proposed Scheme for Performance Evaluation of Graphics/Text Separation Algorithms
GREC '97 Selected Papers from the Second International Workshop on Graphics Recognition, Algorithms and Systems
IEEE Transactions on Pattern Analysis and Machine Intelligence
Verifying model-based alignments in the presence of uncertainty
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Training Support Vector Machines: an Application to Face Detection
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Error Analysis of a Real-Time Stereo System
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Discriminant Analysis of Principal Components for Face Recognition
FG '98 Proceedings of the 3rd. International Conference on Face & Gesture Recognition
Handbook of Fingerprint Recognition
Handbook of Fingerprint Recognition
A Bayesian method for triangulation and its application to finding corresponding points
ICIP '95 Proceedings of the 1995 International Conference on Image Processing (Vol.2)-Volume 2 - Volume 2
Object Recognition from Local Scale-Invariant Features
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
Face Identification across Different Poses and Illuminations with a 3D Morphable Model
FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
Improvements in Real-Time Correlation-Based Stereo Vision
SMBV '01 Proceedings of the IEEE Workshop on Stereo and Multi-Baseline Vision (SMBV'01)
Obstacle avoidance and navigation in the real world by a seeing robot rover
Obstacle avoidance and navigation in the real world by a seeing robot rover
Enhancing Silhouette-Based Human Motion Capture with 3D Motion Fields
PG '03 Proceedings of the 11th Pacific Conference on Computer Graphics and Applications
The CMU Pose, Illumination, and Expression Database
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust Real-Time Face Detection
International Journal of Computer Vision
Experience with 3D Optical Flow on Gated MRI Cardiac Datasets
CRV '04 Proceedings of the 1st Canadian Conference on Computer and Robot Vision
Evaluating Certainties in Image Intensity Differentiation for Optical Flow
CRV '04 Proceedings of the 1st Canadian Conference on Computer and Robot Vision
Performance Evaluation Metrics for Motion Detection and Tracking
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 4 - Volume 04
A Video Database of Moving Faces and People
IEEE Transactions on Pattern Analysis and Machine Intelligence
Machine Vision: Theory, Algorithms, Practicalities
Machine Vision: Theory, Algorithms, Practicalities
Highly Accurate Optic Flow Computation with Theoretically Justified Warping
International Journal of Computer Vision
Using 3D Spline Differentiation to Compute Quantitative Optical Flow
CRV '06 Proceedings of the The 3rd Canadian Conference on Computer and Robot Vision
A Bayesian Similarity Measure for Direct Image Matching
ICPR '96 Proceedings of the 13th International Conference on Pattern Recognition - Volume 2
Standard Codecs: Image Compression to Advanced Video Coding
Standard Codecs: Image Compression to Advanced Video Coding
Editorial: performance evaluation in image processing
EURASIP Journal on Applied Signal Processing
Recursive estimation of time-varying motion and structure parameters
Pattern Recognition
The BANCA database and evaluation protocol
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Tracking weather storms using 3D doppler radial velocity information
SCIA'03 Proceedings of the 13th Scandinavian conference on Image analysis
Performance evaluation metrics and statistics for positional tracker evaluation
ICVS'03 Proceedings of the 3rd international conference on Computer vision systems
The CSU face identification evaluation system: its purpose, features, and structure
ICVS'03 Proceedings of the 3rd international conference on Computer vision systems
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Image change detection algorithms: a systematic survey
IEEE Transactions on Image Processing
Performance measures for object detection evaluation
Pattern Recognition Letters
Performance evaluation of an intelligent video surveillance system - A case study
Computer Vision and Image Understanding
Benchmarking stereo data (not the matching algorithms)
Proceedings of the 32nd DAGM conference on Pattern recognition
Methodology for evaluating static six-degree-of-freedom (6DoF) perception systems
Proceedings of the 10th Performance Metrics for Intelligent Systems Workshop
On performance analysis of optical flow algorithms
Proceedings of the 15th international conference on Theoretical Foundations of Computer Vision: outdoor and large-scale real-world scene analysis
Augmented Small-Scale Database to Improve the Performance of Eigenface Recognition Technique
International Journal of Computer Vision and Image Processing
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
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It is frequently remarked that designers of computer vision algorithms and systems cannot reliably predict how algorithms will respond to new problems. A variety of reasons have been given for this situation and a variety of remedies prescribed in literature. Most of these involve, in some way, paying greater attention to the domain of the problem and to performing detailed empirical analysis. The goal of this paper is to review what we see as current best practices in these areas and also suggest refinements that may benefit the field of computer vision. A distinction is made between the historical emphasis on algorithmic novelty and the increasing importance of validation on particular data sets and problems.