About: Inter-Homines: Distance-Based Risk Estimation for Human Safety

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

Attributes	Values
type	Academic Article research paper schema:ScholarlyArticle
isDefinedBy	Covid-on-the-Web dataset
title	Inter-Homines: Distance-Based Risk Estimation for Human Safety
Creator	Baraldi, Lorenzo Calderara, Simone Cucchiara, Rita Fabbri, Matteo Gasparini, Riccardo »more»
source	ArXiv
abstract	In this document, we report our proposal for modeling the risk of possible contagiousity in a given area monitored by RGB cameras where people freely move and interact. Our system, called Inter-Homines, evaluates in real-time the contagion risk in a monitored area by analyzing video streams: it is able to locate people in 3D space, calculate interpersonal distances and predict risk levels by building dynamic maps of the monitored area. Inter-Homines works both indoor and outdoor, in public and private crowded areas. The software is applicable to already installed cameras or low-cost cameras on industrial PCs, equipped with an additional embedded edge-AI system for temporary measurements. From the AI-side, we exploit a robust pipeline for real-time people detection and localization in the ground plane by homographic transformation based on state-of-the-art computer vision algorithms; it is a combination of a people detector and a pose estimator. From the risk modeling side, we propose a parametric model for a spatio-temporal dynamic risk estimation, that, validated by epidemiologists, could be useful for safety monitoring the acceptance of social distancing prevention measures by predicting the risk level of the scene.
has issue date	2020-07-20(xsd:dateTime)
has license	arxiv
sha1sum (hex)	60dc10ca4b7aabb2db69194a8a35b8f46f3f0d3b
resource representing a document's title	Inter-Homines: Distance-Based Risk Estimation for Human Safety
resource representing a document's body	covid:60dc10ca4b7aabb2db69194a8a35b8f46f3f0d3b#body_text
is schema:about of	named entity 'validated' named entity 'levels' named entity 'area' named entity 'monitored' named entity 'Safety' »more»

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