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Head Pose Estimation

9 papers with code ยท Computer Vision
Subtask of Pose Estimation

Estimating the head pose of a person is a crucial problem that has a large amount of applications such as aiding in gaze estimation, modeling attention, fitting 3D models to video and performing face alignment.

( Image credit: FSA-Net: Learning Fine-Grained Structure Aggregation for Head Pose Estimation from a Single Image )

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Latest papers without code

Multiple Face Analyses through Adversarial Learning

18 Nov 2019

Through multi-task learning mechanism, the recognition network explores the dependencies among multiple face analysis tasks, such as facial landmark localization, head pose estimation, gender recognition and face attribute estimation from image representation-level.

FACE ALIGNMENT HEAD POSE ESTIMATION MULTI-TASK LEARNING

Unsupervised Representation Learning for Gaze Estimation

16 Nov 2019

Although automatic gaze estimation is very important to a large variety of application areas, it is difficult to train accurate and robust gaze models, in great part due to the difficulty in collecting large and diverse data (annotating 3D gaze is expensive and existing datasets use different setups).

CALIBRATION GAZE ESTIMATION HEAD POSE ESTIMATION UNSUPERVISED REPRESENTATION LEARNING

Deep Head Pose Estimation Using Synthetic Images and Partial Adversarial Domain Adaption for Continuous Label Spaces

ICCV 2019

We are the first to present domain adaptation for head pose estimation with a focus on partially shared and continuous label spaces.

DOMAIN ADAPTATION HEAD POSE ESTIMATION

How far are we from quantifying visual attention in mobile HCI?

25 Jul 2019

With an ever-increasing number of mobile devices competing for our attention, quantifying when, how often, or for how long users visually attend to their devices has emerged as a core challenge in mobile human-computer interaction.

GAZE ESTIMATION HEAD POSE ESTIMATION

Single Image based Head Pose Estimation with Spherical Parameterization and 3D Morphing

22 Jul 2019

Specifically, the rectangular coordinates of only four non-coplanar feature points from a predefined 3D facial model as well as the corresponding ones automatically/ manually extracted from a 2D face image are first normalized to exclude the effect of external factors (i. e., scale factor and translation parameters).

HEAD POSE ESTIMATION

Towards Real-Time Head Pose Estimation: Exploring Parameter-Reduced Residual Networks on In-the-wild Datasets

12 Jun 2019

Head poses are a key component of human bodily communication and thus a decisive element of human-computer interaction.

HEAD POSE ESTIMATION

Improving Head Pose Estimation with a Combined Loss and Bounding Box Margin Adjustment

14 May 2019

We address a problem of estimating pose of a person's head from its RGB image.

HEAD POSE ESTIMATION

Learning to Validate the Quality of Detected Landmarks

29 Jan 2019

In addition, we evaluated the impact of the validation loss on the landmark accuracy based on uniform sampling.

HEAD POSE ESTIMATION

Combining Deep and Depth: Deep Learning and Face Depth Maps for Driver Attention Monitoring

14 Dec 2018

Recently, deep learning approaches have achieved promising results in various fields of computer vision.

DRIVER ATTENTION MONITORING FACIAL LANDMARK DETECTION HEAD POSE ESTIMATION

DeepGUM: Learning Deep Robust Regression with a Gaussian-Uniform Mixture Model

ECCV 2018

In this paper, we address the problem of how to robustly train a ConvNet for regression, or deep robust regression.

HEAD POSE ESTIMATION