TY - JOUR
T1 - A survey on model based approaches for 2D and 3D visual human pose recovery
AU - Perez-Sala, Xavier
AU - Escalera, Sergio
AU - Angulo, Cecilio
AU - Gonzàlez, Jordi
PY - 2014/3/3
Y1 - 2014/3/3
N2 - Human Pose Recovery has been studied in the field of Computer Vision for the last 40 years. Several approaches have been reported, and significant improvements have been obtained in both data representation and model design. However, the problem of Human Pose Recovery in uncontrolled environments is far from being solved. In this paper, we define a general taxonomy to group model based approaches for Human Pose Recovery, which is composed of five main modules: appearance, viewpoint, spatial relations, temporal consistence, and behavior. Subsequently, a methodological comparison is performed following the proposed taxonomy, evaluating current SoA approaches in the aforementioned five group categories. As a result of this comparison, we discuss the main advantages and drawbacks of the reviewed literature. © 2014 by the authors; licensee MDPI, Basel, Switzerland.
AB - Human Pose Recovery has been studied in the field of Computer Vision for the last 40 years. Several approaches have been reported, and significant improvements have been obtained in both data representation and model design. However, the problem of Human Pose Recovery in uncontrolled environments is far from being solved. In this paper, we define a general taxonomy to group model based approaches for Human Pose Recovery, which is composed of five main modules: appearance, viewpoint, spatial relations, temporal consistence, and behavior. Subsequently, a methodological comparison is performed following the proposed taxonomy, evaluating current SoA approaches in the aforementioned five group categories. As a result of this comparison, we discuss the main advantages and drawbacks of the reviewed literature. © 2014 by the authors; licensee MDPI, Basel, Switzerland.
KW - Behavior analysis
KW - Computer vision
KW - Human body modelling
KW - Human pose recovery
U2 - https://doi.org/10.3390/s140304189
DO - https://doi.org/10.3390/s140304189
M3 - Review article
VL - 14
SP - 4189
EP - 4210
JO - Sensors
JF - Sensors
SN - 1424-3210
IS - 3
ER -