Title :
Real-time human posture estimation using monocular thermal images
Author :
Iwasawa, Shiochiro ; Ebihara, Kazuyuki ; Ohya, Jun ; Morishima, Shigeo
Author_Institution :
ATR Media Integration & Commun. Res. Labs., Kyoto, Japan
Abstract :
This paper introduces a new real-time method to estimate the posture of a human from thermal images acquired by an infrared camera regardless of the background and lighting conditions. Distance transformation is performed for the human body area extracted from the thresholded thermal image for the calculation of the center of gravity. After the orientation of the upper half of the body is obtained by calculating the moment of inertia, significant points such as the top of the head, the tips of the hands and foot are heuristically located. In addition, the elbow and knee positions are estimated from the detected (significant) points using a genetic algorithm based learning procedure. The experimental results demonstrate the robustness of the proposed algorithm and real-time (faster than 20 frames per second) performance
Keywords :
feature extraction; genetic algorithms; image recognition; infrared imaging; learning (artificial intelligence); motion estimation; performance evaluation; real-time systems; background; center of gravity; distance transformation; experimental results; genetic algorithm; heuristic location; human body area extraction; human posture estimation; image thresholding; infrared camera; learning; lighting conditions; monocular thermal images; performance; real-time method; Cameras; Elbow; Foot; Genetic algorithms; Gravity; Head; Humans; Infrared imaging; Knee; Robustness;
Conference_Titel :
Automatic Face and Gesture Recognition, 1998. Proceedings. Third IEEE International Conference on
Conference_Location :
Nara
Print_ISBN :
0-8186-8344-9
DOI :
10.1109/AFGR.1998.670996