Color-blob-based COSFIRE filters for object recognition

版本 1.0.0.0 (48.5 MB) 作者: Baris Gecer
Color-blob-based COSFIRE filters for Object Recognition
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更新时间 2017/2/7
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Color-blob-based COSFIRE filters for object recognition by Baris Gecer, George Azzopardi, Nicolai Petkov
This is the code required to run the Color-blob-based COSFIRE filters, the codes are described casually here and more formally in this paper:

B. Gecer, G. Azzopardi, and N. Petkov, “Color-blob-based COSFIRE filters for Object Recognition” Image and Vision Computing, vol. 57, pp. 165-174, 2017.

http://www.cs.rug.nl/~george/wp-content/uploads/2016/11/IMAVIS2017.pdf

If you find this paper or code useful, we encourage you to cite the paper. BibTeX:

@article{gecer2016color,
title={Color-blob-based COSFIRE filters for object recognition},
author={Gecer, Baris and Azzopardi, George and Petkov, Nicolai},
journal={Image and Vision Computing},
year={2016},
publisher={Elsevier}
}

Below we have short explanations of the scripts:

/demos

Contain two simple examples to show how can you use the code
- Toy example of faces
- Marylin image
/CCOSFIRE

Contains the core functions of our approach
/ts

Contains the codes for the experiments on the GTSRB data set (traffic signs)
/wrapper
The actual codes
- to do a small experiment run Application.m
/compile
Files needed to run the code on cluster
/exps
Experiment results (i.e. see overall.txt or confusionMatrix)
/bf

Contains the codes for the experiments on the butterfly data set
/wrapper
The actual codes
- to do a small experiment run Application.m
/compile
Files needed to run the code on cluster
/exps
Experiment results (i.e. see overall.txt or confusionMatrix)
/org

Contains the codes and experiments of the original COSFIRE paper:
G. Azzopardi and N. Petkov, “Trainable COSFIRE filters for keypoint detection and pattern recognition”, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 35 (2), pp. 490-503, 2013.
/libsvm-3.17

contains libsvm codes directly adapted from: https://www.csie.ntu.edu.tw/~cjlin/libsvm/
Please cite their work if you use it: https://www.csie.ntu.edu.tw/~cjlin/libsvm/faq.html#f203

引用格式

Baris Gecer (2024). Color-blob-based COSFIRE filters for object recognition (https://github.com/barisgecer/Color-blob-based-COSFIRE), GitHub. 检索来源 .

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CCOSFIRE

bf/wrapper

demos

libsvm-3.17/matlab

ts/wrapper

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1.0.0.0

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要查看或报告此来自 GitHub 的附加功能中的问题，请访问其 GitHub 仓库。