Pose estimation of driver's head panning based on interpolation and motion vectors under a boosting framework

SF Ali, AS Aslam, MJ Awan, A Yasin, R Damaševičius - Applied Sciences, 2021 - mdpi.com
Over the last decade, a driver's distraction has gained popularity due to its increased
significance and high impact on road accidents. Various factors, such as mood disorder …

Robust head pose estimation using supervised manifold learning

C BenAbdelkader - Computer Vision–ECCV 2010: 11th European …, 2010 - Springer
We address the problem of fine-grain head pose angle estimation from a single 2D face
image as a continuous regression problem. Currently the state of the art, and a promising …

Exploring transfer learning approaches for head pose classification from multi-view surveillance images

A Kolar Rajagopal, R Subramanian, E Ricci… - International journal of …, 2014 - Springer
Head pose classification from surveillance images acquired with distant, large field-of-view
cameras is difficult as faces are captured at low-resolution and have a blurred appearance …

Regression from local features for viewpoint and pose estimation

M Torki, A Elgammal - 2011 International conference on …, 2011 - ieeexplore.ieee.org
In this paper we propose a framework for learning a regression function form a set of local
features in an image. The regression is learned from an embedded representation that …

A two-layer framework for piecewise linear manifold-based head pose estimation

J Foytik, VK Asari - International journal of computer vision, 2013 - Springer
Fine-grain head pose estimation from imagery is an essential operation for many human-
centered systems, including pose independent face recognition and human-computer …

Head pose estimation in the wild using approximate view manifolds

K Sundararajan, DL Woodard - Proceedings of the IEEE …, 2015 - cv-foundation.org
In this paper, we present a head pose estimation method for unconstrained images using
feature-based manifold embedding. The main challenge of manifold embedding methods is …

Estimation of driver head yaw angle using a generic geometric model

A Narayanan, RM Kaimal… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
Head yaw angle is an important indicator of a driver's distraction. Forward collision warning
systems incorporate head yaw angle estimators for detecting driver's head-off-road glances …

Robust head pose estimation via supervised manifold learning

C Wang, X Song - Neural Networks, 2014 - Elsevier
Head poses can be automatically estimated using manifold learning algorithms, with the
assumption that with the pose being the only variable, the face images should lie in a …

An adaptation framework for head-pose classification in dynamic multi-view scenarios

A K. Rajagopal, R Subramanian, RL Vieriu… - Computer Vision–ACCV …, 2013 - Springer
Multi-view head-pose estimation in low-resolution, dynamic scenes is difficult due to blurred
facial appearance and perspective changes as targets move around freely in the …

Multi-manifold modeling for head pose estimation

X Liu, H Lu, W Li - 2010 IEEE international conference on …, 2010 - ieeexplore.ieee.org
In this paper, we study the identity-independent head pose estimation problem, in order to
handle the appearance variations, we consider the pose data lying on multiple manifolds …