Algorithms for clustering data
Algorithms for clustering data
Learning internal representations by error propagation
Parallel distributed processing: explorations in the microstructure of cognition, vol. 1
Unsupervised texture segmentation using Gabor filters
Pattern Recognition
Text segmentation using Gabor filters for automatic document processing
Machine Vision and Applications - Special issue: document image analysis techniques
Handbook of pattern recognition & computer vision
Multi-channel filtering techniques for texture segmentation and surface quality inspection
Multi-channel filtering techniques for texture segmentation and surface quality inspection
Neural Network Perception for Mobile Robot Guidance
Neural Network Perception for Mobile Robot Guidance
Document Representation and Its Application to Page Decomposition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Computer Vision Algorithms on Reconfigurable Logic Arrays
IEEE Transactions on Parallel and Distributed Systems
Filtering for Texture Classification: A Comparative Study
IEEE Transactions on Pattern Analysis and Machine Intelligence
Adaptive Image Segmentation With Distributed Behavior-Based Agents
IEEE Transactions on Pattern Analysis and Machine Intelligence
Using Association Rules as Texture Features
IEEE Transactions on Pattern Analysis and Machine Intelligence
Support Vector Machines for Texture Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Texture-Based Text Location for Video Indexing
IDEAL '00 Proceedings of the Second International Conference on Intelligent Data Engineering and Automated Learning, Data Mining, Financial Engineering, and Intelligent Agents
Automatic text detection and removal in video sequences
Pattern Recognition Letters
IEEE Transactions on Pattern Analysis and Machine Intelligence
Hybrid approach to efficient text extraction in complex color images
Pattern Recognition Letters
A shadow elimination approach in video-surveillance context
Pattern Recognition Letters
Shadow detection for moving objects based on texture analysis
Pattern Recognition
Representing shape with a spatial pyramid kernel
Proceedings of the 6th ACM international conference on Image and video retrieval
Optimized multichannel filter bank with flat frequency response for texture segmentation
EURASIP Journal on Applied Signal Processing
An automated inspection system for textile fabrics based on Gabor filters
Robotics and Computer-Integrated Manufacturing
Multiscale texture classification using dual-tree complex wavelet transform
Pattern Recognition Letters
Texture segmentation by genetic programming
Evolutionary Computation
Color-texture segmentation using unsupervised graph cuts
Pattern Recognition
A Computer Vision System for Visual Grape Grading in Wine Cellars
ICVS '09 Proceedings of the 7th International Conference on Computer Vision Systems: Computer Vision Systems
Multichannel texture segmentation using bamberger pyramids
Journal on Image and Video Processing
Page segmentation using texture analysis
Pattern Recognition
Partial encryption of digital contents using face detection algorithm
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
A new method to identify the authenticity of banknotes based on the texture roughness
ROBIO'09 Proceedings of the 2009 international conference on Robotics and biomimetics
Fabric defect classification using radial basis function network
Pattern Recognition Letters
Bayesian texture classification and retrieval based on multiscale feature vector
Pattern Recognition Letters
A new pivoting and iterative text detection algorithm for biomedical images
Journal of Biomedical Informatics
Tumor demarcation of MRI scan using KMCG vector quantization algorithm
Proceedings of the International Conference & Workshop on Emerging Trends in Technology
An mean shift based gray level co-occurrence matrix for endoscope image diagnosis
ICMB'10 Proceedings of the Second international conference on Medical Biometrics
Automatic cartoon image re-authoring using SOFM
MRCS'06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security
Fabric defect detection and classification using gabor filters and gaussian mixture model
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II
Texture segmentation using different orientations of GLCM features
Proceedings of the 6th International Conference on Computer Vision / Computer Graphics Collaboration Techniques and Applications
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A neural network texture classification method is proposed in this paper. The approach is introduced as a generalization of the multichannel filtering method. Instead of using a general filter bank, a neural network is trained to find a minimal set of specific filters, so that both the feature extraction and classification tasks are performed by the same unified network. We compute the error rates for different network parameters, and show the convergence speed of training and node pruning algorithms. The proposed method is demonstrated in several texture classification experiments. It is successfully applied in the tasks of locating barcodes in the images and segmenting a printed page into text, graphics, and background. Compared with the traditional multichannel filtering method, the neural network approach allows one to perform the same texture classification or segmentation task more efficiently. Extensions of the method, as well as its limitations, are discussed in the paper.