Two-dimensional signal and image processing
Two-dimensional signal and image processing
Quad-tree segmentation for texture-based image query
MULTIMEDIA '94 Proceedings of the second ACM international conference on Multimedia
Texture Features for Browsing and Retrieval of Image Data
IEEE Transactions on Pattern Analysis and Machine Intelligence
Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Wrappers for feature subset selection
Artificial Intelligence - Special issue on relevance
Image classification and querying using composite region templates
Computer Vision and Image Understanding - Special issue on content-based access for image and video libraries
From Few to Many: Illumination Cone Models for Face Recognition under Variable Lighting and Pose
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Discriminant Waveletfaces and Nearest Feature Classifiers for Face Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
BIBE '01 Proceedings of the 2nd IEEE International Symposium on Bioinformatics and Bioengineering
The steerable pyramid: a flexible architecture for multi-scale derivative computation
ICIP '95 Proceedings of the 1995 International Conference on Image Processing (Vol. 3)-Volume 3 - Volume 3
International Journal of Computer Vision - Special Issue on Content-Based Image Retrieval
A Simple Bayesian Framework for Content-Based Image Retrieval
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Face recognition based on discriminant fractional Fourier feature extraction
Pattern Recognition Letters
IEEE Transactions on Pattern Analysis and Machine Intelligence
Automatic recognition of biological particles in microscopic images
Pattern Recognition Letters
MutualBoost learning for selecting Gabor features for face recognition
Pattern Recognition Letters
Rotation-invariant and scale-invariant Gabor features for texture image retrieval
Image and Vision Computing
Rotation-Invariant and Scale-Invariant Steerable Pyramid Decomposition for Texture Image Retrieval
SIBGRAPI '07 Proceedings of the XX Brazilian Symposium on Computer Graphics and Image Processing
Local Properties of Binary Images in Two Dimensions
IEEE Transactions on Computers
Journal of Cognitive Neuroscience
Unsupervised image categorization
Image and Vision Computing
Learning shapes for image classification and retrieval
CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
A large scale system for searching and browsing images from the world wide web
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Wavelet-based statistical signal processing using hidden Markovmodels
IEEE Transactions on Signal Processing
IEEE Transactions on Multimedia
A face and palmprint recognition approach based on discriminant DCT feature extraction
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Comparison of texture features based on Gabor filters
IEEE Transactions on Image Processing
Support vector machines for histogram-based image classification
IEEE Transactions on Neural Networks
Evaluation of Face Datasets as Tools for Assessing the Performance of Face Recognition Methods
International Journal of Computer Vision
Biometric identification using knee X-rays
International Journal of Biometrics
Impressionism, expressionism, surrealism: Automated recognition of painters and schools of art
ACM Transactions on Applied Perception (TAP)
Automatic classification of lymphoma images with transform-based global features
IEEE Transactions on Information Technology in Biomedicine
Progression analysis and stage discovery in continuous physiological processes using image computing
EURASIP Journal on Bioinformatics and Systems Biology
Content-based histopathology image retrieval using a kernel-based semantic annotation framework
Journal of Biomedical Informatics
Analyzing emotional semantics of abstract art using low-level image features
IDA'11 Proceedings of the 10th international conference on Advances in intelligent data analysis X
Journal on Computing and Cultural Heritage (JOCCH)
Histology image analysis for carcinoma detection and grading
Computer Methods and Programs in Biomedicine
MRI-based knee image for personal identification
International Journal of Biometrics
Automated diagnosis of otitis media: vocabulary and grammar
Journal of Biomedical Imaging - Special issue on Computer Vision and Image Processing for Computer-Aided Diagnosis
Breast cancer diagnosis from biopsy images with highly reliable random subspace classifier ensembles
Machine Vision and Applications
Automated diagnosis of otitis media: vocabulary and grammar
Journal of Biomedical Imaging
Hi-index | 0.10 |
We describe a multi-purpose image classifier that can be applied to a wide variety of image classification tasks without modifications or fine-tuning, and yet provide classification accuracy comparable to state-of-the-art task-specific image classifiers. The proposed image classifier first extracts a large set of 1025 image features including polynomial decompositions, high contrast features, pixel statistics, and textures. These features are computed on the raw image, transforms of the image, and transforms of transforms of the image. The feature values are then used to classify test images into a set of pre-defined image classes. This classifier was tested on several different problems including biological image classification and face recognition. Although we cannot make a claim of universality, our experimental results show that this classifier performs as well or better than classifiers developed specifically for these image classification tasks. Our classifier's high performance on a variety of classification problems is attributed to (i) a large set of features extracted from images; and (ii) an effective feature selection and weighting algorithm sensitive to specific image classification problems. The algorithms are available for free download from http://www.openmicroscopy.org.