Performance bounds for binary testing with arbitrary weights
Acta Informatica
Criteria for Selecting a Variable in the Construction of Efficient Decision Trees
IEEE Transactions on Computers
Optimal Partitioning for Classification and Regression Trees
IEEE Transactions on Pattern Analysis and Machine Intelligence
Decision trees for geometric models
SCG '93 Proceedings of the ninth annual symposium on Computational geometry
Promising directions in active vision
International Journal of Computer Vision
Control of selective perception using Bayes nets and decision theory
International Journal of Computer Vision - Special issue on active vision II
Computer and Robot Vision
Machine Learning
Identification of Roads in Satellite Imagery Using Artificial Neural Networks: A Contextual Approach
Identification of Roads in Satellite Imagery Using Artificial Neural Networks: A Contextual Approach
Global Minimum for Active Contour Models: A Minimal Path Approach
International Journal of Computer Vision
An Unbiased Detector of Curvilinear Structures
IEEE Transactions on Pattern Analysis and Machine Intelligence
Fundamental Limits of Bayesian Inference: Order Parameters and Phase Transitions for Road Tracking
IEEE Transactions on Pattern Analysis and Machine Intelligence
A New Pattern Representation Scheme Using Data Compression
IEEE Transactions on Pattern Analysis and Machine Intelligence
Bayesian Object Localisation in Images
International Journal of Computer Vision
Semi-Automated Extraction of Rivers from Digital Imagery
Geoinformatica
Order Parameters for Detecting Target Curves in Images: When Does High Level Knowledge Help?
International Journal of Computer Vision - Special issue on statistical and computational theories of vision: Part II
International Journal of Computer Vision - Special issue on statistical and computational theories of vision: Part II
On shape detection in noisy images with particular reference to ultrasonography
Statistics and Computing
Statistical Edge Detection: Learning and Evaluating Edge Cues
IEEE Transactions on Pattern Analysis and Machine Intelligence
Recognizing marbling in dry-cured Iberian ham by multiscale analysis
Pattern Recognition Letters
An algorithm for automatic detection of runways in aerial images
Machine Graphics & Vision International Journal
Volterra Filtering of Noisy Images of Curves
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part III
Statistical Foreground Modelling for Object Localisation
ECCV '00 Proceedings of the 6th European Conference on Computer Vision-Part II
Tracking with the EM Contour Algorithm
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part I
Bayesian A* Tree Search with Expected O(N) Convergence Rates for Road Tracking
EMMCVPR '99 Proceedings of the Second International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition
A Markov Process Using Curvature for Filtering Curve Images
EMMCVPR '01 Proceedings of the Third International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition
Finding Deformable Shapes Using Loopy Belief Propagation
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part III
Bayesian Models for Finding and Grouping Junctions
EMMCVPR '99 Proceedings of the Second International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition
Sketches with Curvature: The Curve Indicator Random Field and Markov Processes
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning the Statistics of People in Images and Video
International Journal of Computer Vision - Special Issue on Computational Vision at Brown University
State of the art on automatic road extraction for GIS update: a novel classification
Pattern Recognition Letters
A Gibbs Point Process for Road Extraction from Remotely Sensed Images
International Journal of Computer Vision
A Statistical Model for Contours in Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Road extraction from motion cues in aerial video
Proceedings of the 12th annual ACM international workshop on Geographic information systems
Point Processes for Unsupervised Line Network Extraction in Remote Sensing
IEEE Transactions on Pattern Analysis and Machine Intelligence
Object recognition with uncertain geometry and uncertain part detection
Computer Vision and Image Understanding
International Journal of Computer Vision
Parsing Images into Regions, Curves, and Curve Groups
International Journal of Computer Vision
Dynamic quantization for belief propagation in sparse spaces
Computer Vision and Image Understanding
Reconfiguration methods for mobile sensor networks
ACM Transactions on Sensor Networks (TOSN)
EURASIP Journal on Applied Signal Processing
Higher-Order Active Contour Energies for Gap Closure
Journal of Mathematical Imaging and Vision
Old and new straight-line detectors: Description and comparison
Pattern Recognition
A survey on information processing technologies in wireless sensor networks
International Journal of Ad Hoc and Ubiquitous Computing
On Straight Line Segment Detection
Journal of Mathematical Imaging and Vision
Level Learning Set: A Novel Classifier Based on Active Contour Models
ECML '07 Proceedings of the 18th European conference on Machine Learning
A Statistical Approach for Detecting Tubular Structures in Myocardial Infarct Scars
FIMH '09 Proceedings of the 5th International Conference on Functional Imaging and Modeling of the Heart
Prediction and change detection in sequential data for interactive applications
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Efficient interpretation policies
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Object recognition with uncertain geometry and uncertain part detection
Computer Vision and Image Understanding
Automated geospatial conflation of vector road maps to high resolution imagery
IEEE Transactions on Image Processing
Bayesian Maximal Paths for Coronary Artery Segmentation from 3D CT Angiograms
MICCAI '09 Proceedings of the 12th International Conference on Medical Image Computing and Computer-Assisted Intervention: Part I
ISBI'09 Proceedings of the Sixth IEEE international conference on Symposium on Biomedical Imaging: From Nano to Macro
A robust approach for automatic detection and segmentation of cracks in underground pipeline images
Image and Vision Computing
Contour tracking based on marginalized likelihood ratios
Image and Vision Computing
Unsupervised line network extraction in remote sensing using a polyline process
Pattern Recognition
Extended Phase Field Higher-Order Active Contour Models for Networks
International Journal of Computer Vision
Multi-target sensor management using alpha-divergence measures
IPSN'03 Proceedings of the 2nd international conference on Information processing in sensor networks
Definition of a model-based detector of curvilinear regions
CAIP'07 Proceedings of the 12th international conference on Computer analysis of images and patterns
Novel classification and segmentation techniques with application to remotely sensed images
Transactions on rough sets VII
A family of quadratic snakes for road extraction
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Superpixel analysis for object detection and tracking with application to UAV imagery
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part I
Probabilistic fiber tracking using particle filtering and von Mises-Fisher sampling
EMMCVPR'07 Proceedings of the 6th international conference on Energy minimization methods in computer vision and pattern recognition
Graph cuts approach to MRF based linear feature extraction in satellite images
CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications
Learning to detect roads in high-resolution aerial images
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Stroke extraction in cartoon images using edge-enhanced isotropic nonlinear filter
Proceedings of the 9th ACM SIGGRAPH Conference on Virtual-Reality Continuum and its Applications in Industry
Segmentation of crystalline lens in photorefraction video
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
Unified detection and tracking in retinal microsurgery
MICCAI'11 Proceedings of the 14th international conference on Medical image computing and computer-assisted intervention - Volume Part I
FoSA: F* Seed-growing Approach for crack-line detection from pavement images
Image and Vision Computing
Active contour with neural networks-based information fusion kernel
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
Extraction of main urban roads from high resolution satellite images by machine learning
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
Learning parameter tuning for object extraction
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
Asymmetric inexact matching of spatially-attributed graphs
GbRPR'05 Proceedings of the 5th IAPR international conference on Graph-Based Representations in Pattern Recognition
An approach to extract straight lines with subpixel accuracy
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
SLEDGE: Sequential Labeling of Image Edges for Boundary Detection
International Journal of Computer Vision
Active testing search for point cloud matching
IPMI'13 Proceedings of the 23rd international conference on Information Processing in Medical Imaging
| Hi-index | 0.14 |
We present a new approach for tracking roads from satellite images, and thereby illustrate a general computational strategy ("active testing") for tracking 1D structures and other recognition tasks in computer vision. Our approach is related to recent work in active vision on "where to look next" and motivated by the "divide-and-conquer" strategy of parlor games such as "Twenty Questions." We choose "tests" (matched filters for short road segments) one at a time in order to remove as much uncertainty as possible about the "true hypothesis" (road position) given the results of the previous tests. The tests are chosen on-line based on a statistical model for the joint distribution of tests and hypotheses. The problem of minimizing uncertainty (measured by entropy) is formulated in simple and explicit analytical terms. To execute this entropy testing rule we then alternate between data collection and optimization: At each iteration new image data are examined and a new entropy minimization problem is solved (exactly), resulting in a new image location to inspect, and so forth. We report experiments using panchromatic SPOT satellite imagery with a ground resolution of ten meters: Given a starting point and starting direction, we are able to rapidly track highways in southern France over distances on the order of one hundred kilometers without manual intervention.