Local Grayvalue Invariants for Image Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Neural Network-Based Face Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning to resolve natural language ambiguities: a unified approach
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
A computational model for visual selection
Neural Computation
A Trainable System for Object Detection
International Journal of Computer Vision - special issue on learning and vision at the center for biological and computational learning, Massachusetts Institute of Technology
Example-Based Object Detection in Images by Components
IEEE Transactions on Pattern Analysis and Machine Intelligence
Computer and Robot Vision
Learning to recognize three-dimensional objects
Neural Computation
Learning a Sparse Representation for Object Detection
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Face Detection With Information-Based Maximum Discrimination
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)
Probabilistic visual learning for object detection
ICCV '95 Proceedings of the Fifth International Conference on Computer Vision
Image classification using cluster cooccurrence matrices of local relational features
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Shape Classification Using the Inner-Distance
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust Object Matching for Persistent Tracking with Heterogeneous Features
IEEE Transactions on Pattern Analysis and Machine Intelligence
Sharing Visual Features for Multiclass and Multiview Object Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Foundations and Trends® in Computer Graphics and Vision
Context-Based Object-Class Recognition and Retrieval by Generalized Correlograms
IEEE Transactions on Pattern Analysis and Machine Intelligence
Modeling Semantic Aspects for Cross-Media Image Indexing
IEEE Transactions on Pattern Analysis and Machine Intelligence
Towards using multiple cues for robust object recognition
Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems
Recognizing cars in aerial imagery to improve orthophotos
Proceedings of the 15th annual ACM international symposium on Advances in geographic information systems
LabelMe: A Database and Web-Based Tool for Image Annotation
International Journal of Computer Vision
Learning to Recognize Objects with Little Supervision
International Journal of Computer Vision
Efficient Learning of Relational Object Class Models
International Journal of Computer Vision
Robust Object Detection with Interleaved Categorization and Segmentation
International Journal of Computer Vision
Evaluation of Localized Semantics: Data, Methodology, and Experiments
International Journal of Computer Vision
Multilevel Image Coding with Hyperfeatures
International Journal of Computer Vision
Object recognition and segmentation in videos by connecting heterogeneous visual features
Computer Vision and Image Understanding
Selecting features for object detection using an AdaBoost-compatible evaluation function
Pattern Recognition Letters
Constructing visual phrases for effective and efficient object-based image retrieval
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Learning an Alphabet of Shape and Appearance for Multi-Class Object Detection
International Journal of Computer Vision
Object Class Recognition and Localization Using Sparse Features with Limited Receptive Fields
International Journal of Computer Vision
Locating and Segmenting 3D Deformable Objects by Using Clusters of Contour Fragments
IbPRIA '07 Proceedings of the 3rd Iberian conference on Pattern Recognition and Image Analysis, Part I
Example based learning for object detection in images
VNBA '08 Proceedings of the 1st ACM workshop on Vision networks for behavior analysis
Video measurement of resident-on-resident physical aggression in nursing homes
VNBA '08 Proceedings of the 1st ACM workshop on Vision networks for behavior analysis
People detection in low-resolution video with non-stationary background
Image and Vision Computing
Subobject detection through spatial relationships on mobile phones
Proceedings of the 14th international conference on Intelligent user interfaces
Hand-based verification and identification using palm-finger segmentation and fusion
Computer Vision and Image Understanding
FReBIR: An image retrieval system based on fuzzy region matching
Computer Vision and Image Understanding
Object localisation using the Generative Template of Features
Computer Vision and Image Understanding
A view-based statistical system for multi-view face detection and pose estimation
Image and Vision Computing
A Bag of Strings Representation for Image Categorization
Journal of Mathematical Imaging and Vision
Classification of silhouettes using contour fragments
Computer Vision and Image Understanding
Boosting Shift-Invariant Features
Proceedings of the 31st DAGM Symposium on Pattern Recognition
OPTIMOL: a framework for online picture collection via incremental model learning
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
A fast data collection and augmentation procedure for object recognition
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
Efficient object localization with gaussianized vector representation
IMCE '09 Proceedings of the 1st international workshop on Interactive multimedia for consumer electronics
Tracking by parts: a Bayesian approach with component collaboration
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Preferential image segmentation using trees of shapes
IEEE Transactions on Image Processing
Automatic fruit and vegetable classification from images
Computers and Electronics in Agriculture
Recognizing Gestures for Virtual and Real World Interaction
ICVS '09 Proceedings of the 7th International Conference on Computer Vision Systems: Computer Vision Systems
Consistent Interpretation of Image Sequences to Improve Object Models on the Fly
ICVS '09 Proceedings of the 7th International Conference on Computer Vision Systems: Computer Vision Systems
Scene Categorization by Introducing Contextual Information to the Visual Words
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part I
Visual word pairs for automatic image annotation
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Object detection using spatial histogram features
Image and Vision Computing
GVE '07 Proceedings of the IASTED International Conference on Graphics and Visualization in Engineering
Object identification with tactile sensors using bag-of-features
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Scene categorization via contextual visual words
Pattern Recognition
Proceedings of the international conference on Multimedia information retrieval
OPTIMOL: Automatic Online Picture Collection via Incremental Model Learning
International Journal of Computer Vision
The segmented and annotated IAPR TC-12 benchmark
Computer Vision and Image Understanding
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
Compositional object recognition, segmentation, and tracking in video
EMMCVPR'07 Proceedings of the 6th international conference on Energy minimization methods in computer vision and pattern recognition
ICVS'08 Proceedings of the 6th international conference on Computer vision systems
Weakly supervised learning of component-based hierarchical model for object detection
ICICS'09 Proceedings of the 7th international conference on Information, communications and signal processing
Mining families of features for efficient object detection
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Backprojection revisited: scalable multi-view object detection and similarity metrics for detections
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
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
Efficient object detection using orthogonal NMF descriptor hierarchies
Proceedings of the 32nd DAGM conference on Pattern recognition
Object class recognition using SIFT and Bayesian networks
MICAI'10 Proceedings of the 9th Mexican international conference on Artificial intelligence conference on Advances in soft computing: Part II
Human-computer interaction for the generation of image processing applications
International Journal of Human-Computer Studies
Geolocation of Multiple Targets from Airborne Video Without Terrain Data
Journal of Intelligent and Robotic Systems
Fast PRISM: Branch and Bound Hough Transform for Object Class Detection
International Journal of Computer Vision
Real-time people detection in videos using geometrical features and adaptive boosting
ICIAR'11 Proceedings of the 8th international conference on Image analysis and recognition - Volume Part I
A Bayesian approach for object classification based on clusters of SIFT local features
Expert Systems with Applications: An International Journal
Improvements in image categorization using codebook ensembles
Image and Vision Computing
Multiclass object detection by combining local appearances and context
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Exploiting low-level image segmentation for object recognition
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
Properties of patch based approaches for the recognition of visual object classes
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
Hand gesture recognition with motion tracking on spatial-temporal filtering
Proceedings of the 10th International Conference on Virtual Reality Continuum and Its Applications in Industry
Learning by integrating information within and across fixations
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
Separable linear classifiers for online learning in appearance based object detection
CAIP'05 Proceedings of the 11th international conference on Computer Analysis of Images and Patterns
Hyperfeatures – multilevel local coding for visual recognition
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part I
Sampling strategies for bag-of-features image classification
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
Matching deformable features based on oriented multi-scale filter banks
AMDO'06 Proceedings of the 4th international conference on Articulated Motion and Deformable Objects
The 2005 PASCAL visual object classes challenge
MLCW'05 Proceedings of the First international conference on Machine Learning Challenges: evaluating Predictive Uncertainty Visual Object Classification, and Recognizing Textual Entailment
Conservative visual learning for object detection with minimal hand labeling effort
PR'05 Proceedings of the 27th DAGM conference on Pattern Recognition
Separable linear discriminant classification
PR'05 Proceedings of the 27th DAGM conference on Pattern Recognition
Object detection via fusion of global classifier and part-based classifier
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
Sharing visual features for animal categorization: an empirical study
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part II
A local basis representation for estimating human pose from cluttered images
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
Automatic vehicle detection using statistical approach
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part II
The Visual Extent of an Object
International Journal of Computer Vision
Learning compositional categorization models
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
Object localization with boosting and weak supervision for generic object recognition
SCIA'05 Proceedings of the 14th Scandinavian conference on Image Analysis
Object categorization by compositional graphical models
EMMCVPR'05 Proceedings of the 5th international conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
Accurate Object Recognition with Shape Masks
International Journal of Computer Vision
On-line inverse multiple instance boosting for classifier grids
Pattern Recognition Letters
A cascade of unsupervised and supervised neural networks for natural image classification
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
A boundary-fragment-model for object detection
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
Image-Based grasping point detection using boosted histograms of oriented gradients
ICIAR'10 Proceedings of the 7th international conference on Image Analysis and Recognition - Volume Part I
Efficient object-class recognition by boosting contextual information
IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part I
Autonomous object manipulation: a semantic-driven approach
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Segmentation of objects in a detection window by Nonparametric Inhomogeneous CRFs
Computer Vision and Image Understanding
A Review of Codebook Models in Patch-Based Visual Object Recognition
Journal of Signal Processing Systems
Nonnegative matrix factorizations performing object detection and localization
Applied Computational Intelligence and Soft Computing
Local feature-based multi-object recognition scheme for surveillance
Engineering Applications of Artificial Intelligence
Evolutionary Hough Games for coherent object detection
Computer Vision and Image Understanding
Web-enhanced object category learning for domestic robots
Intelligent Service Robotics
Fast Component-Based QR Code Detection in Arbitrarily Acquired Images
Journal of Mathematical Imaging and Vision
Designing engagement-aware agents for multiparty conversations
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Image and Vision Computing
Hough-based tracking of non-rigid objects
Computer Vision and Image Understanding
Learning discriminative localization from weakly labeled data
Pattern Recognition
Robotics and Autonomous Systems
Discriminative Hough context model for object detection
The Visual Computer: International Journal of Computer Graphics
Learning semantic representations of objects and their parts
Machine Learning
Genetic programming as strategy for learning image descriptor operators
Intelligent Data Analysis
| Hi-index | 0.15 |
We study the problem of detecting objects in still, gray-scale images. Our primary focus is the development of a learning-based approach to the problem that makes use of a sparse, part-based representation. A vocabulary of distinctive object parts is automatically constructed from a set of sample images of the object class of interest; images are then represented using parts from this vocabulary, together with spatial relations observed among the parts. Based on this representation, a learning algorithm is used to automatically learn to detect instances of the object class in new images. The approach can be applied to any object with distinguishable parts in a relatively fixed spatial configuration; it is evaluated here on difficult sets of real-world images containing side views of cars, and is seen to successfully detect objects in varying conditions amidst background clutter and mild occlusion. In evaluating object detection approaches, several important methodological issues arise that have not been satisfactorily addressed in previous work. A secondary focus of this paper is to highlight these issues and to develop rigorous evaluation standards for the object detection problem. A critical evaluation of our approach under the proposed standards is presented.