Radon Transform Orientation Estimation for Rotation Invariant Texture Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Reduced Complexity Rotation Invariant Texture Classification Using a Blind Deconvolution Approach
IEEE Transactions on Pattern Analysis and Machine Intelligence
Rotation Invariant Texture Classification Algorithm Based on DT-CWT and SVM
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks, Part III
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part III
Intelligent Processing of Medical Images in the Wavelet Domain
Proceedings of the 2007 conference on Emerging Artificial Intelligence Applications in Computer Engineering: Real Word AI Systems with Applications in eHealth, HCI, Information Retrieval and Pervasive Technologies
Evaluation of the Texture Analysis Using Spectral Correlation Function
Fundamenta Informaticae
Advances in Rotation-Invariant Texture Analysis
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Journal of Visual Communication and Image Representation
Intelligent segmentation method for real-time defect inspection system
Computers in Industry
Homogeneity similarity based image denoising
Pattern Recognition
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
Robust image hash in Radon transform domain for authentication
Image Communication
Invariant pattern recognition using the RFM descriptor
Pattern Recognition
Rotation-invariant texture features from the steered Hermite transform
Pattern Recognition Letters
The generalization of the R-transform for invariant pattern representation
Pattern Recognition
Evaluation of the Texture Analysis Using Spectral Correlation Function
Fundamenta Informaticae
Continuous rotation invariant local descriptors for texton dictionary-based texture classification
Computer Vision and Image Understanding
Object recognition using radon transform-based RST parameter estimation
ACIVS'12 Proceedings of the 14th international conference on Advanced Concepts for Intelligent Vision Systems
Robust resampling detection in digital images
CMS'12 Proceedings of the 13th IFIP TC 6/TC 11 international conference on Communications and Multimedia Security
Noise robust rotation invariant features for texture classification
Pattern Recognition
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part I
Amplitude-only log Radon transform for geometric invariant shape descriptor
Pattern Recognition
Hi-index | 0.01 |
A new rotation-invariant texture-analysis technique using Radon and wavelet transforms is proposed. This technique utilizes the Radon transform to convert the rotation to translation and then applies a translation-invariant wavelet transform to the result to extract texture features. A k-nearest neighbors classifier is employed to classify texture patterns. A method to find the optimal number of projections for the Radon transform is proposed. It is shown that the extracted features generate an efficient orthogonal feature space. It is also shown that the proposed features extract both of the local and directional information of the texture patterns. The proposed method is robust to additive white noise as a result of summing pixel values to generate projections in the Radon transform step. To test and evaluate the method, we employed several sets of textures along with different wavelet bases. Experimental results show the superiority of the proposed method and its robustness to additive white noise in comparison with some recent texture-analysis methods.