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Unsupervised clustering of texture features using SOM and Fourier Transform

หน่วยงาน Central Queensland University, Australia

รายละเอียด

ชื่อเรื่อง : Unsupervised clustering of texture features using SOM and Fourier Transform
นักวิจัย : Verma, Brijesh. , Muthukkumarasamy, Vallipuram. , He, Changming.
คำค้น : Texture mapping. , TBA. , TBA. , TBA. , Digital images. , Fourier transformations. , Texture feature -- Self-organising map -- Unsupervised clustering -- 2D-DFT
หน่วยงาน : Central Queensland University, Australia
ผู้ร่วมงาน : -
ปีพิมพ์ : 2546
อ้างอิง : http://hdl.cqu.edu.au/10018/42684 , http://dx.doi.org/10.1109/IJCNN.2003.1223870 , cqu:5498
ที่มา : Verma, B, Muthukkumarasamy, V & He, C 2003, 'Unsupervised clustering of texture features using SOM and Fourier Transform' in Proceedings of the International Joint Conference on Neural Networks, 2003, Portland, Oregon, 20-24 July, 2003, pp. 1237-1242. http://dx.doi.org/10.1109/IJCNN.2003.1223870 (viewed 7/4/10)
ความเชี่ยวชาญ : -
ความสัมพันธ์ : Proceedings of the International Joint Conference on Neural Networks 2003, Portland, Oregon, July 20-24 2003. USA : IEEE, 2003. p. 1237-1242 6 pages Refereed 1098-7576 0780378989 , ACQUIRE [electronic resource] : Central Queensland University Institutional Repository.
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

Texture analysis has a wide range of real-world applications. This paper presents a novel technique for texture feature extraction and compares its performance with a number of other existing techniques using a benchmark image database. The proposed feature extraction technique uses 2D-DR transform and self-organizing map (SOM). A combination of 2D-DFT and SOM with optimal parameter settings produced very promising results. The results from large sets of experiments and detailed analysis are included in this paper.

บรรณานุกรม :
Verma, Brijesh. , Muthukkumarasamy, Vallipuram. , He, Changming. . (2546). Unsupervised clustering of texture features using SOM and Fourier Transform.
    กรุงเทพมหานคร : Central Queensland University, Australia.
Verma, Brijesh. , Muthukkumarasamy, Vallipuram. , He, Changming. . 2546. "Unsupervised clustering of texture features using SOM and Fourier Transform".
    กรุงเทพมหานคร : Central Queensland University, Australia.
Verma, Brijesh. , Muthukkumarasamy, Vallipuram. , He, Changming. . "Unsupervised clustering of texture features using SOM and Fourier Transform."
    กรุงเทพมหานคร : Central Queensland University, Australia, 2546. Print.
Verma, Brijesh. , Muthukkumarasamy, Vallipuram. , He, Changming. . Unsupervised clustering of texture features using SOM and Fourier Transform. กรุงเทพมหานคร : Central Queensland University, Australia; 2546.