%0 Conference Paper %1 Puzicha1997 %A Puzicha, J %A Hofmann, T %A Buhmann, J M %B Computer Vision and Pattern Recognition, 1997. Proceedings., 1997 IEEE Computer Society Conf. on %D 1997 %K Gabor analysisBrodatz-like approach, bank, based filter homogeneity image images, information measures, micro-textures, multi-scale nonparametric real-word retrieval retrieval, segmentation segmentation,image similarity similarity, statistical systems, tests, texture unified unsupervised %P 267--272 %R 10.1109/CVPR.1997.609331 %T Non-parametric similarity measures for unsupervised texture segmentation and image retrieval %X In this paper we propose and examine non-parametric statistical tests to define similarity and homogeneity measures for textures. The statistical tests are applied to the coefficients of images filtered by a multi-scale Gabor filter bank. We demonstrate that these similarity measures are useful for both, texture based image retrieval and for unsupervised texture segmentation, and hence offer a unified approach to these closely related tasks. We present results on Brodatz-like micro-textures and a collection of real-word images

@inproceedings{Puzicha1997, abstract = {In this paper we propose and examine non-parametric statistical tests to define similarity and homogeneity measures for textures. The statistical tests are applied to the coefficients of images filtered by a multi-scale Gabor filter bank. We demonstrate that these similarity measures are useful for both, texture based image retrieval and for unsupervised texture segmentation, and hence offer a unified approach to these closely related tasks. We present results on Brodatz-like micro-textures and a collection of real-word images}, added-at = {2013-09-29T14:16:50.000+0200}, author = {Puzicha, J and Hofmann, T and Buhmann, J M}, biburl = {https://www.bibsonomy.org/bibtex/2ce8fb7346f341d2c450af2bd0ab5bbe1/guillem.palou}, booktitle = {Computer Vision and Pattern Recognition, 1997. Proceedings., 1997 IEEE Computer Society Conf. on}, doi = {10.1109/CVPR.1997.609331}, interhash = {006ca57da62a88f44cd1716f00739c79}, intrahash = {ce8fb7346f341d2c450af2bd0ab5bbe1}, keywords = {Gabor analysisBrodatz-like approach, bank, based filter homogeneity image images, information measures, micro-textures, multi-scale nonparametric real-word retrieval retrieval, segmentation segmentation,image similarity similarity, statistical systems, tests, texture unified unsupervised}, pages = {267--272}, timestamp = {2013-09-29T14:16:50.000+0200}, title = {{Non-parametric similarity measures for unsupervised texture segmentation and image retrieval}}, year = 1997 }