Araştırma Makalesi

Recognition of Tire Track Patterns Using SIFT and Template Matching

Cilt: 9 Sayı: 2 31 Mayıs 2022
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Recognition of Tire Track Patterns Using SIFT and Template Matching

Öz

Recognition of tire track patterns has an important role in both the investigation of crime scenes and the identification of vehicles involved in traffic accidents. Due to the rich texture information they have, texture features are generally used to recognize track images taken from tires. However, recognition of tire tracks taken from crime scenes has not been studied sufficiently. In this study, SIFT-based features and template matching methods were used to recognize tire track/tire track fragment images. In the experiments, fragments taken from clean tracks and fragments taken from dirty tracks were matched with clean track images, and higher recognition performance was achieved compared to state of art methods.

Anahtar Kelimeler

Kaynakça

  1. 1. Colbry D., Cherba D., Luchini J., “Pattern Recognition for Classification and Matching of Car Tires”, Tire Science and Technology, 2005, 33:2-17. http://dx.doi.org/10.2346/1.2186784
  2. 2. Huang D. Y., Hu W. C., Wang Y. W., Chen C. I., Cheng C. H., “Recognition of Tire Tread Patterns Based on Gabor Wavelets and Support Vector Machine”, In: Collective Intelligence. Technologies and Applications (ICCCI), Lecture Notes in Computer Science, vol 6423, Springer, Berlin, Heidelberg (2010). https://doi.org/10.1007/978-3-642-16696-9_11
  3. 3. Bulan, O, Bernal, E A, Loce, R P, Wu, Wencheng, “Tire Classification from Still Images and Video”, 15th International IEEE Conference on Intelligent Transportation Systems (ITSC2012), Anchorage Alaska, United States, pp 485-490, (2012).
  4. 4. Wang S., Liu Y., Li D., Yan H., Bai B., “An Improved SIFT Feature Extraction Method for Tyre Tread Patterns Retrieval”, 2014 Seventh International Symposium on Computer Intelligence and Design, pp. 539-543, (2014). https://doi.org/10.1109/ISCID.2014.276
  5. 5. Liu Y., Yan H., Lim KP., “Study on rotation-invariant texture feature extraction for tire pattern retrieval”, Multidimensional Systms and Signal Processing, 2017, 28:757-770. https://doi.org/10.1007/s11045-015-0373-0
  6. 6. Ge Y., Liu Y., Wang F., Zhu T., Wang D., “Texture Feature Extraction Based on Histogram of Oriented Gradient Domain Texture Tendency for Tyre Pattern Retrieval”, 2017 Eighth International Conference on Intelligent Control and Information Procesiing (ICICIP), pp.1-7, (2017). https://doi.org/10.1109/ICICIP.2017.8113908
  7. 7. Liu Y., Zhang S., Wang F., Ling N., “Tread Pattern Image Classification using Convolutional Neural Network Based on Transfer Learning”, 2018 IEEE International Workshop on Signal Processing Systems (SiPS), pp.300-305, (2018). https://doi.org/10.1109/SiPS.2018.8598400
  8. 8. Liu Y., Zhang S., Wang F., Lim K., Liu Q., Lei Y., Gong Y., Lu J., “ Wavelet-Energy-Weighted Local Binary Pattern Analysis for Tire Tread Pattern Classification”, 2019 3rd International Conference on Imaging, Signal Processing and Communication (ICISPC), pp. 90-95, (2019). https://doi.org/10.1109/ICISPC.2019.8935658

Ayrıntılar

Birincil Dil

İngilizce

Konular

Mühendislik

Bölüm

Araştırma Makalesi

Yayımlanma Tarihi

31 Mayıs 2022

Gönderilme Tarihi

2 Eylül 2021

Kabul Tarihi

5 Kasım 2021

Yayımlandığı Sayı

Yıl 2022 Cilt: 9 Sayı: 2

Kaynak Göster

APA
Günay Yılmaz, A., & Nabiyev, N. (2022). Recognition of Tire Track Patterns Using SIFT and Template Matching. El-Cezeri, 9(2), 634-643. https://doi.org/10.31202/ecjse.990247
AMA
1.Günay Yılmaz A, Nabiyev N. Recognition of Tire Track Patterns Using SIFT and Template Matching. ECJSE. 2022;9(2):634-643. doi:10.31202/ecjse.990247
Chicago
Günay Yılmaz, Asuman, ve Nasif Nabiyev. 2022. “Recognition of Tire Track Patterns Using SIFT and Template Matching”. El-Cezeri 9 (2): 634-43. https://doi.org/10.31202/ecjse.990247.
EndNote
Günay Yılmaz A, Nabiyev N (01 Mayıs 2022) Recognition of Tire Track Patterns Using SIFT and Template Matching. El-Cezeri 9 2 634–643.
IEEE
[1]A. Günay Yılmaz ve N. Nabiyev, “Recognition of Tire Track Patterns Using SIFT and Template Matching”, ECJSE, c. 9, sy 2, ss. 634–643, May. 2022, doi: 10.31202/ecjse.990247.
ISNAD
Günay Yılmaz, Asuman - Nabiyev, Nasif. “Recognition of Tire Track Patterns Using SIFT and Template Matching”. El-Cezeri 9/2 (01 Mayıs 2022): 634-643. https://doi.org/10.31202/ecjse.990247.
JAMA
1.Günay Yılmaz A, Nabiyev N. Recognition of Tire Track Patterns Using SIFT and Template Matching. ECJSE. 2022;9:634–643.
MLA
Günay Yılmaz, Asuman, ve Nasif Nabiyev. “Recognition of Tire Track Patterns Using SIFT and Template Matching”. El-Cezeri, c. 9, sy 2, Mayıs 2022, ss. 634-43, doi:10.31202/ecjse.990247.
Vancouver
1.Asuman Günay Yılmaz, Nasif Nabiyev. Recognition of Tire Track Patterns Using SIFT and Template Matching. ECJSE. 01 Mayıs 2022;9(2):634-43. doi:10.31202/ecjse.990247