文件列表:

... ...

# MATLAB implementation of B-COSFIRE filters B-COSFIRE filters are non-linear trainable filters for detection of elongated patterns in images. This is the code of the trainable non-linear B-COSFIRE filters for delineation of elongated patterns in images. The B-COSFIRE filters are proposed in the paper: [Azzopardi, G., Strisciuglio, N., Vento, M., Petkov, N.: Trainable COSFIRE filters for vessel delineation with application to retinal images. Medical Image Analysis 19(1), 46 - 57, 2015](http://www.cs.rug.nl/~george/articles/MEDIA2015.pdf) ## Applications For applications of B-COSFIRE filters to different kinds of images and problems, please refer to the following codes. ### ExampleBloodVesselSegmentation.m - The example code for the configuration of a line detector and a line-ending detector and their applications to the segmentation of blood vessels in retinal images. The final response is the summation of the responses of the two filters. ### PavementCrackDelineation.m (CAIP 2017) Application of the B-COSFIRE filters in an image processing pipeline for the detection of cracks in pavement images presented at CAIP17. The code provides the benchmark results reported in the paper _Strisciuglio, N. Azzopardi, G. Petkov, N._ "Detection of Curved Lines with B-COSFIRE Filters: A Case Study on Crack Delineation", IWOBI 2017. If you use this code, please cite the paper: @Inbook{Strisciuglio2017, author="Strisciuglio, Nicola and Azzopardi, George and Petkov, Nicolai", title="Detection of Curved Lines with B-COSFIRE Filters: A Case Study on Crack Delineation", bookTitle="Computer Analysis of Images and Patterns: 17th International Conference, CAIP 2017, Ystad, Sweden, August 22-24, 2017, Proceedings, Part I", year="2017", pages="108--120", isbn="978-3-319-***689-3", doi="10.1007/978-3-319-***689-3_9", } If you use the data, please cite: _Zou, Q., Li, Q., Zhang, F., Wang, Z.X.Q., Wang, Q.: Path voting based pavement crack detection from laser range images. In: IEEE ICDSP, pp. 432?436 (2016)_ The images used in this example are available from the [website of Dr. Zou](https://sites.google.com/site/qinzoucn/). ### INRIAImages.m (IWOBI 2017) Application of the B-COSFIRE filters for detection of elongated structures in images. This code provides the benchmark results on the images of the INRIA data set used in the paper _Strisciuglio, N. Petkov, N._ "Delineation of line patterns in images using B-COSFIRE filters", IWOBI 2017. If you use this code, please cite the paper: @INPROCEEDINGS{7***5538, author={N. Strisciuglio and N. Petkov}, booktitle={2017 International Conference and Workshop on Bioinspired Intelligence (IWOBI)}, title={Delineation of line patterns in images using B-COSFIRE filters}, year={2017}, pages={1-6}, doi={10.1109/IWOBI.2017.7***5538}, month={July},} The images used in this example are available at [this website](http://www-sop.inria.fr/members/Florent.Lafarge/benchmark/line-network_extraction/line-networks.html). ## Reference publications If you use the code of B-COSFIRE filters for your application, please cite the following articles. __Original paper:__ @article{BCOSFIRE-MedIA2015, title = "Trainable {COSFIRE} filters for vessel delineation with application to retinal images ", journal = "Medical Image Analysis ", volume = "19", number = "1", pages = "46 - 57", year = "2015", note = "", issn = "1361-8415", doi = "http://dx.doi.org/10.1016/j.media.2014.08.002", author = "George Azzopardi and Nicola Strisciuglio and Mario Vento and Nicolai Petkov", } __Supervised learning of B-COSFIRE filters:__ @article{BCOSFIRE-selection2016, author={Strisciuglio, Nicola and Azzopardi, George and Vento, Mario and Petkov, Nicolai}, title={Supervised vessel delineation in retinal fundus images with the automatic selection of {B-COSFIRE} filters}, journal={Machine Vision and Applications}, year={2016}, pages={1?13}, issn={1432-1769}, } ## Changelog __20 Aug 2017__ CrackDetectionCluster.m - Experimental code (and data) to replicate results in the CAIP17 paper. __3 Jul 2017__ applyCOSFIRE_inhib.m:132/137 - Approximatation of the shifting amount corrected The results published in the paper "_Strisciuglio, N. Petkov, N._ "Delineation of line patterns in images using B-COSFIRE filters", IWOBI 2017." are slightly different due to this bug fixing.

近期下载者：

相关文件：

评论：[我要评论] [举报此文件]

收藏者：