TY - JOUR
T1 - Human posture estimation from multiple images using genetic algorithm
AU - Ohya, Jun
AU - Kishino, Fumio
N1 - Publisher Copyright:
© 1994 IEEE
PY - 1994
Y1 - 1994
N2 - A new method for estimating human -postures at a time instant from multiple images using a genetic algorithm is proposed. The posture parameters to be estimated are assigned to the genes of individuals in the population. For each individual, its fitness evaluates to what extent the multiple human images synthesized by deforming a 3D human model according to the values of the genes are registered to the real multiple human images. Genetic operations such as natural selection, crossover and mutation are performed, and individuals in the next generation are generated. After a certain number of repetitions for these processes, the estimated parameter values are obtained from the individual with the best fitness. Experiments using synthesized human multiple images show promising results.
AB - A new method for estimating human -postures at a time instant from multiple images using a genetic algorithm is proposed. The posture parameters to be estimated are assigned to the genes of individuals in the population. For each individual, its fitness evaluates to what extent the multiple human images synthesized by deforming a 3D human model according to the values of the genes are registered to the real multiple human images. Genetic operations such as natural selection, crossover and mutation are performed, and individuals in the next generation are generated. After a certain number of repetitions for these processes, the estimated parameter values are obtained from the individual with the best fitness. Experiments using synthesized human multiple images show promising results.
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U2 - 10.1109/ICPR.1994.576430
DO - 10.1109/ICPR.1994.576430
M3 - Conference article
AN - SCOPUS:0343056034
SN - 1051-4651
VL - 1
SP - 750
EP - 753
JO - Proceedings - International Conference on Pattern Recognition
JF - Proceedings - International Conference on Pattern Recognition
T2 - Proceedings of the 12th IAPR International Conference on Pattern Recognition. Part 1 (of 3)
Y2 - 9 October 1994 through 13 October 1994
ER -