On the Sensitivity of the Hough Transform for Object Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Shape from shading in the light of mutual illumination
Image and Vision Computing - Special issue: 5th Alvey vision meeting
Neural Network-Based Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Example-Based Learning for View-Based Human Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
A view of the EM algorithm that justifies incremental, sparse, and other variants
Learning in graphical models
A computational model for visual selection
Neural Computation
Saliency, Scale and Image Description
International Journal of Computer Vision
Comparing Images Using the Hausdorff Distance
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Probabilistic Approach to Object Recognition Using Local Photometry and Global Geometry
ECCV '98 Proceedings of the 5th European Conference on Computer Vision-Volume II - Volume II
An Affine Invariant Interest Point Detector
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part I
Recognition of Planar Object Classes
CVPR '96 Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96)
Viewpoint-Invariant Learning and Detection of Human Heads
FG '00 Proceedings of the Fourth IEEE International Conference on Automatic Face and Gesture Recognition 2000
Finding faces in cluttered scenes using random labeled graph matching
ICCV '95 Proceedings of the Fifth International Conference on Computer Vision
Object Recognition from Local Scale-Invariant Features
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
Unsupervised learning of models for object recognition
Unsupervised learning of models for object recognition
Detecting Pedestrians Using Patterns of Motion and Appearance
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
A Bayesian Approach to Unsupervised One-Shot Learning of Object Categories
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Pictorial Structures for Object Recognition
International Journal of Computer Vision
CVPRW '04 Proceedings of the 2004 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'04) Volume 12 - Volume 12
Representation and Detection of Deformable Shapes
IEEE Transactions on Pattern Analysis and Machine Intelligence
Shape Matching and Object Recognition Using Low Distortion Correspondences
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
A Sparse Object Category Model for Efficient Learning and Exhaustive Recognition
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
International Journal of Computer Vision
Learning methods for generic object recognition with invariance to pose and lighting
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Sharing features: efficient boosting procedures for multiclass object detection
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Inferring parameters and structure of latent variable models by variational bayes
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
The challenge problem for automated detection of 101 semantic concepts in multimedia
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
SmartLabel: an object labeling tool using iterated harmonic energy minimization
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Geometric and photometric invariant distinctive regions detection
Information Sciences: an International Journal
A stochastic grammar of images
Foundations and Trends® in Computer Graphics and Vision
LabelMe: A Database and Web-Based Tool for Image Annotation
International Journal of Computer Vision
Making colors worth more than a thousand words
Proceedings of the 2008 ACM symposium on Applied computing
Evaluation of Face Datasets as Tools for Assessing the Performance of Face Recognition Methods
International Journal of Computer Vision
Semi-supervised learning of object categories from paired local features
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Spatio-temporal pyramid matching for sports videos
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Semantic object classes in video: A high-definition ground truth database
Pattern Recognition Letters
Keypoint Signatures for Fast Learning and Recognition
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
VideoCut: Removing Irrelevant Frames by Discovering the Object of Interest
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Learning to Combine Bottom-Up and Top-Down Segmentation
International Journal of Computer Vision
A New Multiple Kernel Approach for Visual Concept Learning
MMM '09 Proceedings of the 15th International Multimedia Modeling Conference on Advances in Multimedia Modeling
Recognition of Plain Objects Using Local Region Matching
IEICE - Transactions on Information and Systems
Region and constellations based categorization of images with unsupervised graph learning
Image and Vision Computing
A Bag of Strings Representation for Image Categorization
Journal of Mathematical Imaging and Vision
Fusion of Multiple Expert Annotations and Overall Score Selection for Medical Image Diagnosis
SCIA '09 Proceedings of the 16th Scandinavian Conference on Image Analysis
Learning with Few Examples by Transferring Feature Relevance
Proceedings of the 31st DAGM Symposium on Pattern Recognition
A fast data collection and augmentation procedure for object recognition
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
Unsupervised categorization (filtering) of Google images based on visual consistency
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
Semi-automatically labeling objects in images
IEEE Transactions on Image Processing
Automatic fruit and vegetable classification from images
Computers and Electronics in Agriculture
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Leveraging social media for training object detectors
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
An Approach to the Parameterization of Structure for Fast Categorization
International Journal of Computer Vision
Grounding of word meanings in multimodal concepts using LDA
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Learning Visual Object Categories for Robot Affordance Prediction
International Journal of Robotics Research
Progressive randomization: Seeing the unseen
Computer Vision and Image Understanding
OPTIMOL: Automatic Online Picture Collection via Incremental Model Learning
International Journal of Computer Vision
The Pascal Visual Object Classes (VOC) Challenge
International Journal of Computer Vision
Gaussian Processes for Object Categorization
International Journal of Computer Vision
Interactive optimization for steering machine classification
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Constellations and the unsupervised learning of graphs
GbRPR'07 Proceedings of the 6th IAPR-TC-15 international conference on Graph-based representations in pattern recognition
Volumetric Features for Video Event Detection
International Journal of Computer Vision
Image classification from small sample, with distance learning and feature selection
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part II
Fast codebook generation by sequential data analysis for object classification
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part I
EMMCVPR'07 Proceedings of the 6th international conference on Energy minimization methods in computer vision and pattern recognition
Towards a robust vision-based obstacle perception with classifier fusion in cybercars
EUROCAST'07 Proceedings of the 11th international conference on Computer aided systems theory
Semi-latent Dirichlet allocation: a hierarchical model for human action recognition
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Recognizing activities with multiple cues
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Learning-based license plate detection in vehicle image database
International Journal of Intelligent Information and Database Systems
Evolutionary cross-domain discriminative hessian eigenmaps
IEEE Transactions on Image Processing
Nonnegative shared subspace learning and its application to social media retrieval
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Inter-robot transfer learning for perceptual classification
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
Per-sample multiple kernel approach for visual concept learning
Journal on Image and Video Processing - Special issue on selected papers from multimedia modeling conference 2009
A probabilistic topic-connection model for automatic image annotation
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Semantic label sharing for learning with many categories
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part III
From region based image representation to object discovery and recognition
SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
Towards optimal naive bayes nearest neighbor
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
What does classifying more than 10,000 image categories tell us?
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Attribute-based transfer learning for object categorization with zero/one training example
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part V
Pattern Recognition Letters
One-shot learning of object categories using dependent Gaussian processes
Proceedings of the 32nd DAGM conference on Pattern recognition
Automatic image semantic interpretation using social action and tagging data
Multimedia Tools and Applications
A Database and Evaluation Methodology for Optical Flow
International Journal of Computer Vision
One-class classification with gaussian processes
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
Unsupervised selective transfer learning for object recognition
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
A Numerical Study of the Bottom-Up and Top-Down Inference Processes in And-Or Graphs
International Journal of Computer Vision
A hierarchical recursive partial active basis model
MCPR'10 Proceedings of the 2nd Mexican conference on Pattern recognition: Advances in pattern recognition
Semantics extraction from images
Knowledge-driven multimedia information extraction and ontology evolution
Segmentation and modeling of visually symmetric objects by robot actions
International Journal of Robotics Research
Technical Section: Neural network-based symbol recognition using a few labeled samples
Computers and Graphics
Novel fusion methods for pattern recognition
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Pick your neighborhood: improving labels and neighborhood structure for label propagation
DAGM'11 Proceedings of the 33rd international conference on Pattern recognition
Multiple kernel learning via distance metric learning for interactive image retrieval
MCS'11 Proceedings of the 10th international conference on Multiple classifier systems
A real-time vision-based framework for human-robot interaction
IVIC'11 Proceedings of the Second international conference on Visual informatics: sustaining research and innovations - Volume Part I
Contour-based object detection as dominant set computation
Pattern Recognition
Face Recognition from Caption-Based Supervision
International Journal of Computer Vision
Real-time viewpoint-invariant hand localization with cluttered backgrounds
Image and Vision Computing
A framework for evaluating automatic image annotation algorithms
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
Discriminative features for image classification and retrieval
Pattern Recognition Letters
Similarity scores based on background samples
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
Efficient human action detection using a transferable distance function
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
Making image to class distance comparable
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
FQAS'11 Proceedings of the 9th international conference on Flexible Query Answering Systems
One-Sequence learning of human actions
HBU'11 Proceedings of the Second international conference on Human Behavior Unterstanding
Leveraging social media for scalable object detection
Pattern Recognition
Multi kernel learning with online-batch optimization
The Journal of Machine Learning Research
Non-sparse multiple kernel fisher discriminant analysis
The Journal of Machine Learning Research
Multi-layer local graph words for object recognition
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
International Journal of Computer Vision
Assistive tagging: A survey of multimedia tagging with human-computer joint exploration
ACM Computing Surveys (CSUR)
Positive semidefinite metric learning using boosting-like algorithms
The Journal of Machine Learning Research
Character recognition in natural scene images using local description
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
The Study of Content Security for Mobile Internet
Wireless Personal Communications: An International Journal
Transfer Learning from Unlabeled Data via Neural Networks
Neural Processing Letters
Stel Component Analysis: Joint Segmentation, Modeling and Recognition of Objects Classes
International Journal of Computer Vision
Unsupervised object discovery via self-organisation
Pattern Recognition Letters
Metric learning for large scale image classification: generalizing to new classes at near-zero cost
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Nested sparse quantization for efficient feature coding
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Augmented attribute representations
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
What makes a good detector? --- structured priors for learning from few examples
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Efficient similarity derived from kernel-based transition probability
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Combining language sources and robust semantic relatedness for attribute-based knowledge transfer
ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part I
Objects as attributes for scene classification
ECCV'10 Proceedings of the 11th European conference on Trends and Topics in Computer Vision - Volume Part I
Online learning with multiple kernels: A review
Neural Computation
Generalized dual Hahn moment invariants
Pattern Recognition
Densifying Distance Spaces for Shape and Image Retrieval
Journal of Mathematical Imaging and Vision
A spatio-temporal pyramid matching for video retrieval
Computer Vision and Image Understanding
Cross-Database transfer learning via learnable and discriminant error-correcting output codes
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Naive bayes image classification: beyond nearest neighbors
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Graph matching and clustering using kernel attributes
Neurocomputing
One-class classification with Gaussian processes
Pattern Recognition
Integrating visual perception and manipulation for autonomous learning of object representations
Adaptive Behavior - Animals, Animats, Software Agents, Robots, Adaptive Systems
Biological models for active vision: towards a unified architecture
ICVS'13 Proceedings of the 9th international conference on Computer Vision Systems
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Object Bank: An Object-Level Image Representation for High-Level Visual Recognition
International Journal of Computer Vision
Recent progress in road and lane detection: a survey
Machine Vision and Applications
Hi-index | 0.14 |
Learning visual models of object categories notoriously requires hundreds or thousands of training examples. We show that it is possible to learn much information about a category from just one, or a handful, of images. The key insight is that, rather than learning from scratch, one can take advantage of knowledge coming from previously learned categories, no matter how different these categories might be. We explore a Bayesian implementation of this idea. Object categories are represented by probabilistic models. Prior knowledge is represented as a probability density function on the parameters of these models. The posterior model for an object category is obtained by updating the prior in the light of one or more observations. We test a simple implementation of our algorithm on a database of 101 diverse object categories. We compare category models learned by an implementation of our Bayesian approach to models learned from by Maximum Likelihood (ML) and Maximum A Posteriori (MAP) methods. We find that on a database of more than 100 categories, the Bayesian approach produces informative models when the number of training examples is too small for other methods to operate successfully.