Robust facial landmark extraction scheme using multiple convolutional neural networks
Sign Up to like & getrecommendations! Published in 2018 at "Multimedia Tools and Applications"
DOI: 10.1007/s11042-018-6482-7
Abstract: Facial landmarks are a set of features that can be distinguished on the human face with the naked eye. Typical facial landmarks include eyes, eyebrows, nose, and mouth. Landmarks play an important role in human-related… read more here.
Keywords: landmark; extraction scheme; scheme; landmark extraction ... See more keywords
A low-cost photorealistic CG dataset rendering pipeline for facial landmark localization
Sign Up to like & getrecommendations! Published in 2019 at "Multimedia Tools and Applications"
DOI: 10.1007/s11042-019-7516-5
Abstract: Face analysis has been a hot research field in computer vision for decades. The dataset is of vital importance for modern machine learning methods. The paper proposes a flexible CG (Computer Graphics) rendering pipe-line for… read more here.
Keywords: dataset; landmark localization; cost; facial landmark ... See more keywords
Multi-task feature learning-based improved supervised descent method for facial landmark detection
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DOI: 10.1007/s11760-017-1125-4
Abstract: Facial landmark detection has played an important role in many face understanding tasks, such as face verification, facial expression recognition, age estimation et al. Model initialization and feature extraction are crucial in supervised landmark detection.… read more here.
Keywords: multi task; detection; landmark detection; feature ... 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
Regressive Pseudo Label for Weakly Supervised Facial Landmark Detection
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2022.3162403
Abstract: The progress of the deep neural network and visual sensors promote the facial landmark detection. However, faces are easily collected from Internet of Things (IoT) devices worldwide but are hard-labeled facial landmarks in consistent style.… read more here.
Keywords: landmark detection; facial landmark; regressive pseudo;
Towards Unconstrained Facial Landmark Detection Robust to Diverse Cropping Manners
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2020.3006236
Abstract: Facial landmark detection is one crucial step for face-based image/video analysis. Despite the fact that recently many facial landmark detection models have achieved remarkable performance, most state-of-the-art heatmap regression-based methods heavily rely on initialization of… read more here.
Keywords: face images; facial landmark; landmark; landmark detection ... See more keywords
A Cross‐Dimension Annotations Method for 3D Structural Facial Landmark Extraction
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DOI: 10.1111/cgf.13895
Abstract: Recent methods for 2D facial landmark localization perform well on close‐to‐frontal faces, but 2D landmarks are insufficient to represent 3D structure of a facial shape. For applications that require better accuracy, such as facial motion… read more here.
Keywords: landmark; landmark localization; dimension annotations; cross dimension ... See more keywords