Shihua Xiao

Leveraging Ordinal Regression With Soft Labels For 3d Head Pose Estimation From Point Sets

Head pose estimation from depth image is a challenging problem, considering its large pose variations, severer occlusions, and low quality of depth data. In contrast to existing approaches that take 2D depth image as input, we propose a novel deep regression architecture called Head PointNet, which…