Impact of Facial Landmark Localization on Facial Expression Recognition [PDF]
IEEE Transactions on Affective Computing, 2023 Although facial landmark localization (FLL) approaches are becoming increasingly accurate for characterizing facial regions, one question remains unanswered: what is the impact of these approaches on subsequent related tasks? In this paper, the focus is put on facial expression recognition (FER), where facial landmarks are used for face registration ...
Ioan Marius Bilaşco +2 more
exaly +8 more sources
Automated landmark-based cat facial analysis and its applications
Frontiers in Veterinary ScienceFacial landmarks, widely studied in human affective computing, are beginning to gain interest in the animal domain. Specifically, landmark-based geometric morphometric methods have been used to objectively assess facial expressions in cats, focusing on ...
George Martvel +9 more
doaj +4 more sources
Feature fusion for facial landmark detection
Pattern Recognition, 2014 Abstract Facial landmark detection is a crucial first step in facial analysis for biometrics and numerous other applications. However, it has proved to be a very challenging task due to the numerous sources of variation in 2D and 3D facial data.
Ioannis A Kakadiaris +2 more
exaly +4 more sources
Facial Landmark Detection: A Literature Survey [PDF]
International Journal of Computer Vision, 2018 The locations of the fiducial facial landmark points around facial components and facial contour capture the rigid and non-rigid facial deformations due to head movements and facial expressions. They are hence important for various facial analysis tasks.
Qiang Ji, Yue Wu
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A Review of Facial Landmark Extraction in 2D Images and Videos Using Deep Learning
Big Data and Cognitive Computing, 2019 The task of facial landmark extraction is fundamental in several applications which involve facial analysis, such as facial expression analysis, identity and face recognition, facial animation, and 3D face reconstruction.
Matteo Bodini
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Real-time driver monitoring system with facial landmark-based eye closure detection and head pose recognition [PDF]
Scientific Reports, 2023 This paper introduces a real-time Driver Monitoring System (DMS) designed to monitor driver behavior while driving, employing facial landmark estimation-based behavior recognition.
Dohun Kim +4 more
doaj +2 more sources
A Lightweight Vision-Based Emotion Sensing Framework for Assistive Healthcare Robotics [PDF]
SensorsFacial expression recognition (FER) for assistive and telepresence robotics remains challenging under resource-constrained conditions because landmark normalization is often unstable, many datasets have limited variability, and full facial landmark sets ...
Hosam Zolfonoon +2 more
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Augmented EMTCNN: A Fast and Accurate Facial Landmark Detection Network
Applied Sciences, 2020 Facial landmarks represent prominent feature points on the face that can be used as anchor points in many face-related tasks. So far, a lot of research has been done with the aim of achieving efficient extraction of landmarks from facial images ...
Hyeon-Woo Kim +3 more
doaj +3 more sources
Numerical Approach to Facial Palsy Using a Novel Registration Method with 3D Facial Landmark [PDF]
Sensors, 2022 Soon Chul Kwon +2 more
exaly +2 more sources
HybridMatch: Semi-Supervised Facial Landmark Detection via Hybrid Heatmap Representations
IEEE Access, 2023 Facial landmark detection is an essential task in face-processing techniques. Traditional methods, however, require expensive pixel-level labels. Semi-supervised facial landmark detection has been explored as an alternative, but previous approaches only ...
Seoungyoon Kang +3 more
doaj +1 more source