Title :
Extended Kalman filter based hand-shake detector for optical image stabilization using a low cost gyroscope
Author :
Li, Tzuu-Hseng S. ; Ching-Chang Chen
Author_Institution :
Dept. of Electr. Eng., Nat. Cheng Kung Univ., Tainan, Taiwan
Abstract :
Application extended Kalman filter (EKF) based hand-shake detector to an optical image stabilization (OIS) stabilized by fuzzy sliding-mode controller (FSMC) is proposed in this paper to enhance the image sharpness and stabilization rate (SR) of digital cameras. A low-cost gyroscope is used to sense the hand-shake vibration independently in dual-axis and the EKF is designed to online tune the parameters of hand-shake detector for improving the phase-shift phenomenon. The proposed EKF based handshake detector determines the time-varying hand-shake vibration and adopts a multi-rate strategy to reduce the computational load. The developed OIS system equipped with the FSMC and EKF based hand-shake detector is implemented in a fixed-point 16-bit microcontroller. The OIS performance is improved by the EKF based hand-shake detector in the target frequency range 2-12 Hz, and the best SR is -30.46 dB at 8Hz and the largest improvement is 1.82 times (dB) at 2 Hz.
Keywords :
Kalman filters; adaptive filters; fuzzy control; gyroscopes; image processing; object detection; variable structure systems; EKF based handshake detector; OIS; digital cameras; extended Kalman filter based hand-shake detector; fixed-point 16-bit microcontroller; frequency 2 Hz to 12 Hz; fuzzy sliding-mode controller; image sharpness; low cost gyroscope; multirate strategy; optical image stabilization; phase-shift phenomenon; time-varying hand-shake vibration; Detectors; Gyroscopes; Image sensors; Noise; Optical filters; Time-frequency analysis; Vibrations; Extended Kalman filter; fuzzy sliding-mode controller; gyroscope; optical imagestabilization;
Journal_Title :
Consumer Electronics, IEEE Transactions on
DOI :
10.1109/TCE.2013.6490249