Facial feature detection using neural networks

Varchmin AC, Rae R, Ritter H (1997)
In: Artificial Neural Networks — ICANN'97. 7th International Conference Lausanne, Switzerland, October 8–10, 1997 Proceeedings. Gerstner W, Germond A, Hasler M, Nicoud J-D (Eds); Lecture Notes in Computer Science, 1327. Berlin: Springer: 955-960.

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Author
; ;
Editor
Gerstner, Wulfram ; Germond, Alain ; Hasler, Martin ; Nicoud, Jean-Daniel
Abstract
Many human-machine interfaces based on face gestures are strongly user-dependent. We want to overcome this limitation by using common facial features like eyes, nose and mouth for gaze recognition. In a first step an adaptive color histogram segmentation method roughly determines the region of interest including the user's face. Within this region we then use a hierarchical recognition approach to detect the facial features. Our system is based on a what-where neural network architecture and allows a fast and robust recognition rate. In the future we intend to use the conspicuous features for estimation of gaze directions.
Publishing Year
Conference
ICANN'97
Location
Lausanne
Conference Date
1997-10-08 – 1997-10-10
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Cite this

Varchmin AC, Rae R, Ritter H. Facial feature detection using neural networks. In: Gerstner W, Germond A, Hasler M, Nicoud J-D, eds. Artificial Neural Networks — ICANN'97. 7th International Conference Lausanne, Switzerland, October 8–10, 1997 Proceeedings. Lecture Notes in Computer Science. Vol 1327. Berlin: Springer; 1997: 955-960.
Varchmin, A. C., Rae, R., & Ritter, H. (1997). Facial feature detection using neural networks. In W. Gerstner, A. Germond, M. Hasler, & J. - D. Nicoud (Eds.), Lecture Notes in Computer Science: Vol. 1327. Artificial Neural Networks — ICANN'97. 7th International Conference Lausanne, Switzerland, October 8–10, 1997 Proceeedings (pp. 955-960). Berlin: Springer.
Varchmin, A. C., Rae, R., and Ritter, H. (1997). “Facial feature detection using neural networks” in Artificial Neural Networks — ICANN'97. 7th International Conference Lausanne, Switzerland, October 8–10, 1997 Proceeedings, ed. W. Gerstner, A. Germond, M. Hasler, and J. - D. Nicoud Lecture Notes in Computer Science, vol. 1327, (Berlin: Springer), 955-960.
Varchmin, A.C., Rae, R., & Ritter, H., 1997. Facial feature detection using neural networks. In W. Gerstner, et al., eds. Artificial Neural Networks — ICANN'97. 7th International Conference Lausanne, Switzerland, October 8–10, 1997 Proceeedings. Lecture Notes in Computer Science. no.1327 Berlin: Springer, pp. 955-960.
A.C. Varchmin, R. Rae, and H. Ritter, “Facial feature detection using neural networks”, Artificial Neural Networks — ICANN'97. 7th International Conference Lausanne, Switzerland, October 8–10, 1997 Proceeedings, W. Gerstner, et al., eds., Lecture Notes in Computer Science, vol. 1327, Berlin: Springer, 1997, pp.955-960.
Varchmin, A.C., Rae, R., Ritter, H.: Facial feature detection using neural networks. In: Gerstner, W., Germond, A., Hasler, M., and Nicoud, J.-D. (eds.) Artificial Neural Networks — ICANN'97. 7th International Conference Lausanne, Switzerland, October 8–10, 1997 Proceeedings. Lecture Notes in Computer Science. 1327, p. 955-960. Springer, Berlin (1997).
Varchmin, Axel Christian, Rae, Robert, and Ritter, Helge. “Facial feature detection using neural networks”. Artificial Neural Networks — ICANN'97. 7th International Conference Lausanne, Switzerland, October 8–10, 1997 Proceeedings. Ed. Wulfram Gerstner, Alain Germond, Martin Hasler, and Jean-Daniel Nicoud. Berlin: Springer, 1997.Vol. 1327. Lecture Notes in Computer Science. 955-960.
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