Title :
Dynamic attention map by Ising model for human face detection
Author :
Tanaka, Mitsuru ; Hotta, Kazuhiro ; Mishima, Taketoshi ; Kurita, Takio
Author_Institution :
Electrotech. Lab., Ibaraki, Japan
Abstract :
We present a method to narrow down the search space for scale-invariant human face detection, which uses a dynamic attention map implemented by Ising dynamics. Combining the proposed method and the scale-invariant face detection method which is based on both higher-order local autocorrelation (HLAC) features of a log-polar image and linear discriminant analysis for “face” and “not face” classification, it is shown that the “face” region in the image can be detected faster with some experiments
Keywords :
Ising model; dynamics; face recognition; image classification; Ising model; dynamic attention map; higher-order local autocorrelation features; human face detection; scale-invariant human face detection; search space; Autocorrelation; Energy measurement; Face detection; Face recognition; Humans; Laboratories; Lighting; Linear discriminant analysis; Magnetization; State estimation;
Conference_Titel :
Pattern Recognition, 1998. Proceedings. Fourteenth International Conference on
Conference_Location :
Brisbane, Qld.
Print_ISBN :
0-8186-8512-3
DOI :
10.1109/ICPR.1998.711870