Algorithms for Hardware-Based Pattern Recognition

V. Lohweg, C. Diederichs, D. Müller, EURASIP Journal on Applied Signal Processing : A Publication of the European Association for Speech, Signal, and Image Processing 12 (2004) 1912–1920.

Zeitschriftenaufsatz | Veröffentlicht | Englisch
Autor
Abstract
Nonlinear spatial transforms and fuzzy pattern classification with unimodal potential functions are established in signal processing. They have proved to be excellent tools in feature extraction and classification. In this paper, we will present a hardware-accelerated image processing and classification system which is implemented on one field-programmable gate array (FPGA). Nonlinear discrete circular transforms generate a feature vector. The features are analyzed by a fuzzy classifier. This principle can be used for feature extraction, pattern recognition, and classification tasks. Implementation in radix-2 structures is possible, allowing fast calculations with a computational complexity of up to. Furthermore, the pattern separability properties of these transforms are better than those achieved with the well-known method based on the power spectrum of the Fourier Transform, or on several other transforms. Using different signal flow structures, the transforms can be adapted to different image and signal processing applications.
Erscheinungsjahr
Zeitschriftentitel
EURASIP journal on applied signal processing : a publication of the European Association for Speech, Signal, and Image Processing
Band
12
Zeitschriftennummer
1
Seite
1912-1920
ELSA-ID

Zitieren

Lohweg V, Diederichs C, Müller D. Algorithms for Hardware-Based Pattern Recognition. EURASIP journal on applied signal processing : a publication of the European Association for Speech, Signal, and Image Processing . 2004;12(1):1912-1920. doi:https://doi.org/10.1155/S1110865704404247
Lohweg, V., Diederichs, C., & Müller, D. (2004). Algorithms for Hardware-Based Pattern Recognition. EURASIP Journal on Applied Signal Processing : A Publication of the European Association for Speech, Signal, and Image Processing , 12(1), 1912–1920. https://doi.org/10.1155/S1110865704404247
Lohweg V, Diederichs C and Müller D (2004) Algorithms for Hardware-Based Pattern Recognition. EURASIP journal on applied signal processing : a publication of the European Association for Speech, Signal, and Image Processing 12, 1912–1920.
Lohweg, Volker, Carsten Diederichs, and Dietmar Müller. “Algorithms for Hardware-Based Pattern Recognition.” EURASIP Journal on Applied Signal Processing : A Publication of the European Association for Speech, Signal, and Image Processing 12, no. 1 (2004): 1912–20. https://doi.org/10.1155/S1110865704404247.
Lohweg, Volker, Carsten Diederichs und Dietmar Müller. 2004. Algorithms for Hardware-Based Pattern Recognition. EURASIP journal on applied signal processing : a publication of the European Association for Speech, Signal, and Image Processing 12, Nr. 1: 1912–1920. doi:https://doi.org/10.1155/S1110865704404247, .
Lohweg, Volker ; Diederichs, Carsten ; Müller, Dietmar: Algorithms for Hardware-Based Pattern Recognition. In: EURASIP journal on applied signal processing : a publication of the European Association for Speech, Signal, and Image Processing Bd. 12. Akron, Ohio, Hindawi Publ. (2004), Nr. 1, S. 1912–1920
V. Lohweg, C. Diederichs, D. Müller, Algorithms for Hardware-Based Pattern Recognition, EURASIP Journal on Applied Signal Processing : A Publication of the European Association for Speech, Signal, and Image Processing . 12 (2004) 1912–1920.
V. Lohweg, C. Diederichs, and D. Müller, “Algorithms for Hardware-Based Pattern Recognition,” EURASIP journal on applied signal processing : a publication of the European Association for Speech, Signal, and Image Processing , vol. 12, no. 1, pp. 1912–1920, 2004.
Lohweg, Volker, et al. “Algorithms for Hardware-Based Pattern Recognition.” EURASIP Journal on Applied Signal Processing : A Publication of the European Association for Speech, Signal, and Image Processing , vol. 12, no. 1, Hindawi Publ., 2004, pp. 1912–20, doi:https://doi.org/10.1155/S1110865704404247.
Lohweg, Volker et. al. (2004): Algorithms for Hardware-Based Pattern Recognition, in: EURASIP journal on applied signal processing : a publication of the European Association for Speech, Signal, and Image Processing 12 (1), S. 1912–1920.
Lohweg V, Diederichs C, Müller D. Algorithms for Hardware-Based Pattern Recognition. EURASIP journal on applied signal processing : a publication of the European Association for Speech, Signal, and Image Processing . 2004;12(1):1912–20.

Link(s) zu Volltext(en)
Access Level
Restricted Closed Access

Export

Markierte Publikationen

Open Data ELSA

Suchen in

Google Scholar