IEEE Transactions on Pattern Analysis and Machine Intelligence
Multichannel Texture Analysis Using Localized Spatial Filters
IEEE Transactions on Pattern Analysis and Machine Intelligence
Example-Based Object Detection in Images by Components
IEEE Transactions on Pattern Analysis and Machine Intelligence
Shape Matching and Object Recognition Using Shape Contexts
IEEE Transactions on Pattern Analysis and Machine Intelligence
Ultra-Rapid Scene Categorization with a Wave of Spikes
BMCV '02 Proceedings of the Second International Workshop on Biologically Motivated Computer Vision
On the Role of Object-Specific Features for Real World Object Recognition in Biological Vision
BMCV '02 Proceedings of the Second International Workshop on Biologically Motivated Computer Vision
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 4 - Volume 4
Object Recognition from Local Scale-Invariant Features
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
CVPRW '04 Proceedings of the 2004 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'04) Volume 12 - Volume 12
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
Learning a Similarity Metric Discriminatively, with Application to Face Verification
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Histograms of Oriented Gradients for Human Detection
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Object Recognition with Features Inspired by Visual Cortex
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
A Maximum Entropy Framework for Part-Based Texture and Object Recognition
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 - Volume 01
Multiclass Object Recognition with Sparse, Localized Features
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 1
Perception Strategies in Hierarchical Vision Systems
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Empirical Study of Multi-scale Filter Banks for Object Categorization
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 01
Learning a dictionary of shape-components in visual cortex: comparison with neurons, humans and machines
Streetscenes: towards scene understanding in still images
Streetscenes: towards scene understanding in still images
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
2006 Special Issue: Modeling attention to salient proto-objects
Neural Networks
The Pyramid Match Kernel: Efficient Learning with Sets of Features
The Journal of Machine Learning Research
Unsupervised learning of individuals and categories from images
Neural Computation
Local invariant feature detectors: a survey
Foundations and Trends® in Computer Graphics and Vision
Reliable face recognition using adaptive and robust correlation filters
Computer Vision and Image Understanding
Robust Handwritten Character Recognition with Features Inspired by Visual Ventral Stream
Neural Processing Letters
Combining Densely Sampled Form and Motion for Human Action Recognition
Proceedings of the 30th DAGM symposium on Pattern Recognition
A Visual Object Recognition System Invariant to Scale and Rotation
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
Neural Model for the Visual Recognition of Goal-Directed Movements
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part II
Object Recognition with Task Relevant Combined Local Features
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues
2008 Special Issue: The state of MIIND
Neural Networks
Improving the SIFT descriptor with smooth derivative filters
Pattern Recognition Letters
Face Recognition Using Cortex Mechanism and SVM
ICIRA '08 Proceedings of the First International Conference on Intelligent Robotics and Applications: Part I
Context Driven Focus of Attention for Object Detection
Attention in Cognitive Systems. Theories and Systems from an Interdisciplinary Viewpoint
A new framework for feature descriptor based on SIFT
Pattern Recognition Letters
Linguistics and face recognition
Journal of Visual Languages and Computing
Boosting Shift-Invariant Features
Proceedings of the 31st DAGM Symposium on Pattern Recognition
Point process models for event-based speech recognition
Speech Communication
ACM SIGGRAPH Asia 2009 papers
On the prospects for building a working model of the visual cortex
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Foundations and Trends in Robotics
Hierarchical space-time model enabling efficient search for human actions
IEEE Transactions on Circuits and Systems for Video Technology
Multimodal Sparse Features for Object Detection
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
A Proposed Biologically Inspired Model for Object Recognition
IVIC '09 Proceedings of the 1st International Visual Informatics Conference on Visual Informatics: Bridging Research and Practice
Using Biologically Inspired Visual Features and Mixture of Experts for Face/Nonface Recognition
ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
Multiscale background modelling and segmentation
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Brain derived vision algorithm on high performance architectures
International Journal of Parallel Programming
Twin Gaussian Processes for Structured Prediction
International Journal of Computer Vision
An Approach to the Parameterization of Structure for Fast Categorization
International Journal of Computer Vision
Biologically inspired feature manifold for gait recognition
Neurocomputing
New trends and ideas in visual concept detection: the MIR flickr retrieval evaluation initiative
Proceedings of the international conference on Multimedia information retrieval
Online learning of task-driven object-based visual attention control
Image and Vision Computing
Robust face recognition strategies using feed-forward architectures and parts
AMFG'07 Proceedings of the 3rd international conference on Analysis and modeling of faces and gestures
Patch-based experiments with object classification in video surveillance
ACIVS'07 Proceedings of the 9th international conference on Advanced concepts for intelligent vision systems
A comparison of features in parts-based object recognition hierarchies
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Texture-based objects recognition for vehicle environment perception using a multiband camera
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part II
ICVS'08 Proceedings of the 6th international conference on Computer vision systems
A framework for visual-context-aware object detection in still images
Computer Vision and Image Understanding
A saliency map method with cortex-like mechanisms and sparse representation
Proceedings of the ACM International Conference on Image and Video Retrieval
An attention model for extracting components that merit identification
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Biologically inspired feature manifold for scene classification
IEEE Transactions on Image Processing
IEEE Transactions on Neural Networks
A neuromorphic approach to computer vision
Communications of the ACM
Advances in Artificial Intelligence - Special issue on artificial intelligence in neuroscience and systems biology: lessons learnt, open problems, and the road ahead
Robust human authentication using appearance and holistic anthropometric features
Pattern Recognition Letters
Vision-based infotainment user determination by hand recognition for driver assistance
IEEE Transactions on Intelligent Transportation Systems
A deep-learning model-based and data-driven hybrid architecture for image annotation
Proceedings of the international workshop on Very-large-scale multimedia corpus, mining and retrieval
Original paper: Real time feature extraction and Standard Cutting Models fitting in grape leaves
Computers and Electronics in Agriculture
Research frontier: deep machine learning--a new frontier in artificial intelligence research
IEEE Computational Intelligence Magazine
Recognition of partially occluded and rotated images with a network of spiking neurons
IEEE Transactions on Neural Networks
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
A multi-class object classifier using boosted Gaussian mixture model
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
EURASIP Journal on Advances in Signal Processing - Special issue on biologically inspired signal processing: analyses, algorithms and applications
Proceedings of the sixteenth international conference on Architectural support for programming languages and operating systems
Sparse coding on local spatial-temporal volumes for human action 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
Context, Computation, and Optimal ROC Performance in Hierarchical Models
International Journal of Computer Vision
Saliency moments for image categorization
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Automatic abstraction and fault tolerance in cortical microachitectures
Proceedings of the 38th annual international symposium on Computer architecture
A gabor wavelet pyramid-based object detection algorithm
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
Learning hierarchical dictionary for shape patterns
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
Where-what network with CUDA: general object recognition and location in complex backgrounds
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part II
Experimental studies of visual models in automatic image annotation
HCII'11 Proceedings of the 14th international conference on Human-computer interaction: design and development approaches - Volume Part I
Self-tuned Evolution-COnstructed features for general object recognition
Pattern Recognition
A neuromorphic approach to object detection and recognition in airborne videos with stabilization
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part II
Learning deformable shape manifolds
Pattern Recognition
Predictive coding as a model of the V1 saliency map hypothesis
Neural Networks
Gender from body: a biologically-inspired approach with manifold learning
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
A novel visual organization based on topological perception
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part I
Context-Aware Semi-Local Feature Detector
ACM Transactions on Intelligent Systems and Technology (TIST)
Weak metric learning for feature fusion towards perception-inspired object recognition
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Environmental sounds classification based on visual features
CIARP'11 Proceedings of the 16th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Similar image recognition inspired by visual cortex
MICAI'11 Proceedings of the 10th international conference on Artificial Intelligence: advances in Soft Computing - Volume Part II
Realistic smile expression recognition using biologically inspired features
AI'11 Proceedings of the 24th international conference on Advances in Artificial Intelligence
High-throughput-derived biologically-inspired features for unconstrained face recognition
Image and Vision Computing
Accelerating neuromorphic vision algorithms for recognition
Proceedings of the 49th Annual Design Automation Conference
Object recognition with an optimized ventral stream model using genetic programming
EvoApplications'12 Proceedings of the 2012t European conference on Applications of Evolutionary Computation
Texton theory revisited: A bag-of-words approach to combine textons
Pattern Recognition
ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part II
Robust patch-based visual tracking using biologically inspired model
Proceedings of the 4th International Conference on Internet Multimedia Computing and Service
Biologically inspired task oriented gist model for scene classification
Computer Vision and Image Understanding
A new biologically inspired color image descriptor
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Trajectory-Based modeling of human actions with motion reference points
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Space-variant descriptor sampling for action recognition based on saliency and eye movements
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
Contour detection by CORF operator
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part I
Learning features and predictive transformation encoding based on a horizontal product model
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part I
Classification of segmented objects through a multi-net approach
ANNPR'12 Proceedings of the 5th INNS IAPR TC 3 GIRPR conference on Artificial Neural Networks in Pattern Recognition
Hardware Acceleration for Neuromorphic Vision Algorithms
Journal of Signal Processing Systems
Attention Based Detection and Recognition of Hand Postures Against Complex Backgrounds
International Journal of Computer Vision
Generalized dual Hahn moment invariants
Pattern Recognition
International Journal of Speech Technology
Learning with infinitely many features
Machine Learning
Hierarchical object representations for visual recognition via weakly supervised learning
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Computational Intelligence and Neuroscience
Accelerators for biologically-inspired attention and recognition
Proceedings of the 50th Annual Design Automation Conference
Identifying functional bases for multidimensional neural computations
Neural Computation
An FPGA-based accelerator for cortical object classification
DATE '12 Proceedings of the Conference on Design, Automation and Test in Europe
Bio-inspired invariant visual feature representation based on K-SVD and SURF algorithms
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Multiple instance classification: Review, taxonomy and comparative study
Artificial Intelligence
A feature construction method for general object recognition
Pattern Recognition
Object class detection: A survey
ACM Computing Surveys (CSUR)
Spike-timing-dependent construction
Neural Computation
Pose invariant face recognition using biological inspired features based on ensemble of classifiers
Journal of Visual Communication and Image Representation
Biological models for active vision: towards a unified architecture
ICVS'13 Proceedings of the 9th international conference on Computer Vision Systems
Combining texture and stereo disparity cues for real-time face detection
Image Communication
A scalable approach to column-based low-rank matrix approximation
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
DianNao: a small-footprint high-throughput accelerator for ubiquitous machine-learning
Proceedings of the 19th international conference on Architectural support for programming languages and operating systems
Hierarchical kernel-based rotation and scale invariant similarity
Pattern Recognition
Multi-objective optimization based color constancy
Applied Soft Computing
Seven problems that keep MIR from attracting the interest of cognition and neuroscience
Journal of Intelligent Information Systems
A fast vision system for soccer robot
Applied Bionics and Biomechanics - Personal Care Robotics
| Hi-index | 0.16 |
We introduce a new general framework for the recognition of complex visual scenes, which is motivated by biology: We describe a hierarchical system that closely follows the organization of visual cortex and builds an increasingly complex and invariant feature representation by alternating between a template matching and a maximum pooling operation. We demonstrate the strength of the approach on a range of recognition tasks: From invariant single object recognition in clutter to multiclass categorization problems and complex scene understanding tasks that rely on the recognition of both shape-based as well as texture-based objects. Given the biological constraints that the system had to satisfy, the approach performs surprisingly well: It has the capability of learning from only a few training examples and competes with state-of-the-art systems. We also discuss the existence of a universal, redundant dictionary of features that could handle the recognition of most object categories. In addition to its relevance for computer vision, the success of this approach suggests a plausibility proof for a class of feedforward models of object recognition in cortex.