About: Inner Eye Canthus Localization for Human Body Temperature Screening

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An Entity of Type : schema:ScholarlyArticle, within Data Space : wasabi.inria.fr associated with source document(s)

Attributes	Values
type	Academic Article research paper schema:ScholarlyArticle
isDefinedBy	Covid-on-the-Web dataset
has title	Inner Eye Canthus Localization for Human Body Temperature Screening
Creator	Berlincioni, Lorenzo Bertini, Marco Bimbo, Alberto Ferrari, Claudio
Source	ArXiv
abstract	In this paper, we propose an automatic approach for localizing the inner eye canthus in thermal face images. We first coarsely detect 5 facial keypoints corresponding to the center of the eyes, the nosetip and the ears. Then we compute a sparse 2D-3D points correspondence using a 3D Morphable Face Model (3DMM). This correspondence is used to project the entire 3D face onto the image, and subsequently locate the inner eye canthus. Detecting this location allows to obtain the most precise body temperature measurement for a person using a thermal camera. We evaluated the approach on a thermal face dataset provided with manually annotated landmarks. However, such manual annotations are normally conceived to identify facial parts such as eyes, nose and mouth, and are not specifically tailored for localizing the eye canthus region. As additional contribution, we enrich the original dataset by using the annotated landmarks to deform and project the 3DMM onto the images. Then, by manually selecting a small region corresponding to the eye canthus, we enrich the dataset with additional annotations. By using the manual landmarks, we ensure the correctness of the 3DMM projection, which can be used as ground-truth for future evaluations. Moreover, we supply the dataset with the 3D head poses and per-point visibility masks for detecting self-occlusions. The data will be publicly released.
has issue date	2020-08-27(xsd:dateTime)
has license	arxiv
sha1sum (hex)	ce20df1c7ecec2609d5ad9c574d3104d01f6c3ae
resource representing a document's title	Inner Eye Canthus Localization for Human Body Temperature Screening
resource representing a document's body	covid:ce20df1c7ecec2609d5ad9c574d3104d01f6c3ae#body_text
is schema:about of	named entity 'image' named entity 'localizing' named entity 'images' named entity 'dataset' named entity 'Inner Eye' named entity 'DEFORM' named entity 'INNER' named entity 'FACE MODEL' named entity 'Then' named entity 'face' named entity 'projection' named entity 'eyes' named entity 'selecting' named entity 'points' named entity 'dataset' named entity 'annotations' named entity '3DMM' named entity 'pose estimation' named entity 'core body temperature' named entity 'auditory stimulus' named entity 'convex hull' named entity 'cost effective' named entity 'SARS' named entity 'sensor' named entity 'body fever' named entity 'thermal images' named entity 'green circles' named entity 'convex hull' named entity 'scientific literature' named entity 'z-axis' named entity 'human body temperature' named entity 'bounding box' named entity 'thermal cameras' named entity 'visible spectrum' named entity 'yaw angle' named entity 'thermometry' named entity '3DMM' named entity 'canthi' named entity 'visible spectrum' named entity 'H1N1' named entity 'canthi' named entity 'face detection' named entity '3DMM' named entity 'Thermometric' named entity 'false negatives' named entity 'IoU' named entity 'visible spectrum' named entity 'thermography' named entity '3DMM' named entity 'square root' named entity 'time frame' named entity 'reflective surfaces' named entity 'canthi' named entity 'NME' named entity 'eyeglasses' named entity 'projection matrix' named entity 'pose estimation' named entity 'canthi' named entity 'thermographic' named entity 'NME' named entity '3D model' named entity 'thermal images' named entity 'visible spectrum' named entity 'infrared thermography' named entity 'flu' named entity '3D model' named entity 'Gaussian smoothing' named entity '3DMM' named entity 'projection matrix' named entity 'thermal cameras' named entity 'inverse matrix' named entity 'flu' named entity 'thermal imagery' named entity 'Fever' named entity 'thermal imagery' named entity 'U-Net' named entity '3DMM' named entity 'pandemic outbreaks' named entity 'canthi' named entity 'face recognition' named entity 'flu' named entity 'Red color' named entity 'physiological' named entity 'rotation matrix'

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