Deep learning and machine learning techniques for head pose estimation: a survey
Sign Up to like & getrecommendations! Published in 2024 at "Artificial Intelligence Review"
DOI: 10.1007/s10462-024-10936-7
Abstract: Head pose estimation (HPE) has been extensively investigated over the past decade due to its wide range of applications across several domains of artificial intelligence (AI), resulting in progressive improvements in accuracy. The problem becomes… read more here.
Keywords: deep learning; survey; head pose; learning machine ... See more keywords
Simultaneous control of head pose and expressions in 3D facial keypoint-based GAN
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DOI: 10.1007/s11042-024-18449-9
Abstract: In this work, we present a novel method for simultaneously controlling the head pose and the facial expressions of a given input image using a 3D keypoint-based GAN. Existing methods for controlling head pose and… read more here.
Keywords: keypoint based; head pose; pose expressions; based gan ... See more keywords
A framework for head pose estimation and face segmentation through conditional random fields
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DOI: 10.1007/s11760-019-01538-w
Abstract: This paper explores the usefulness of conditional random fields through the idea of semantic face segmentation in the challenging task of head pose estimation. A multi-class face segmentation algorithm based on conditional random fields is… read more here.
Keywords: head pose; face segmentation; pose estimation; segmentation ... See more keywords
Joint head pose and facial landmark regression from depth images
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DOI: 10.1007/s41095-017-0082-8
Abstract: This paper presents a joint head pose and facial landmark regression method with input from depth images for realtime application. Our main contributions are: firstly, a joint optimization method to estimate head pose and facial… read more here.
Keywords: head; head pose; landmark regression; facial landmark ... See more keywords
Head pose estimation with soft labels using regularized convolutional neural network
Sign Up to like & getrecommendations! Published in 2019 at "Neurocomputing"
DOI: 10.1016/j.neucom.2018.12.074
Abstract: Abstract Head pose estimation has many wide applications such as driver monitoring, attention recognition and multi-view facial analysis. Most of the previous works routinely utilize detected face regions to further estimate head pose with hard… read more here.
Keywords: head pose; soft labels; regularized convolutional; pose estimation ... See more keywords
Deep Convolutional Neural Network-based Bernoulli Heatmap for Head Pose Estimation
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DOI: 10.1016/j.neucom.2021.01.048
Abstract: Head pose estimation is a crucial problem for many tasks, such as driver attention, fatigue detection, and human behaviour analysis. It is well known that neural networks are better at handling classification problems than regression… read more here.
Keywords: head; estimation; pose estimation; convolutional neural ... See more keywords
Non-Stationary Representation for Continuity Aware Head Pose Estimation Via Deep Neural Decision Trees
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Access"
DOI: 10.1109/access.2019.2959584
Abstract: The problem of image-based head pose estimation attracts intensive attention due to a large number of applications such as face analysis and attention modeling. Existing methods often convert head pose estimation into the pose classification… read more here.
Keywords: head pose; head; pose estimation; neural decision ... See more keywords
Camper’s Plane Localization and Head Pose Estimation Based on Multi-View RGBD Sensors
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3227572
Abstract: Head pose estimation (HPE) is a key step in computation and quantification of 3D facial features and has a significant impact on the precision and accuracy of measurements. High-precision HPE is the basis for standardized… read more here.
Keywords: plane localization; plane; multi view; head pose ... See more keywords
Joint Super-Resolution and Head Pose Estimation for Extreme Low-Resolution Faces
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DOI: 10.1109/access.2023.3241606
Abstract: State-of-the-art deep learning-based Head Pose Estimation (HPE) techniques have reached spectacular performance on High-Resolution (HR) face images. However, they still fail to achieve expected performance on low-resolution images at large scales. This work presents an… read more here.
Keywords: head pose; resolution; pose estimation; low resolution ... See more keywords
Facial Landmark, Head Pose, and Occlusion Analysis Using Multitask Stacked Hourglass
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DOI: 10.1109/access.2023.3262247
Abstract: In this study, we proposed a multitask network architecture for three attributes, landmark, head pose, and occlusion, from a face image. A 2-stacked hourglass with three task-specific heads is the proposed network architecture. We also… read more here.
Keywords: network; occlusion; head; landmark head ... See more keywords
Toward Human-Centered Automated Driving: A Novel Spatiotemporal Vision Transformer-Enabled Head Tracker
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Vehicular Technology Magazine"
DOI: 10.1109/mvt.2021.3140047
Abstract: Accurate dynamic driver head pose tracking is of great importance for driver–automotive collaboration, intelligent copilot, head-up display (HUD), and other human-centered automated driving applications. To further advance this technology, this article proposes a low-cost and… read more here.
Keywords: vision transformer; head; human centered; head pose ... See more keywords