Privacy-Preserving Localization and Social Distance Monitoring with Low-Resolution Thermal Imaging and Deep Learning

Publikation: Beiträge in ZeitschriftenZeitschriftenaufsätzeForschungbegutachtet

Authors

This study introduces a novel approach to leverage low-power, low-resolution infrared sensors for detailed people tracking in manufacturing settings. We curated a dataset including a diverse range of interactions labeled for multiple-person localization and social distance violation tasks. Our methodology uses a combination of convolutional and recurrent neural networks to interpret spatiotemporal data. We demonstrate the capability of the novel image segmentation approach for human localization where we achieve 97.5 percent image-level accuracy. Also, we highlight the importance of interpolation and convolutional kernel selection for social distance tasks where we achieve 91 percent macro-averaged accuracy in 4 class scenarios.
OriginalspracheEnglisch
ZeitschriftProcedia CIRP
Jahrgang130
Seiten (von - bis)355-361
Anzahl der Seiten7
ISSN2212-8271
DOIs
PublikationsstatusErschienen - 01.01.2024
Veranstaltung57th CIRP Conference on Manufacturing Systems - CIRP CMS 2024: Speeding up manufacturing - Universität Minho, Póvoa de Varzim , Portugal
Dauer: 29.05.202431.05.2024
Konferenznummer: 57
https://www.cirpcms2024.org/

Bibliographische Notiz

Publisher Copyright:
© 2024 The Authors.

DOI

Zuletzt angesehen

Publikationen

  1. Species loss due to nutrient addition increases with spatial scale in global grasslands
  2. Exploring Management Control Systems for Biodiversity
  3. Correction to
  4. Compression behaviour of wire + arc additive manufactured structures
  5. Gas-Kampf oder Gas-Krampf
  6. Value creation in post-pandemic retailing
  7. Joint production, externalities, and the regulation of production networks
  8. Introduction: Children's Literature Global and Local
  9. Comprehensive analysis of the forming zone and improvement of diameter reduction prediction in the dieless wire drawing process
  10. BAuA-Arbeitszeitbefragung: Vergleich 2015 – 2017 – 2019
  11. Oxidation Kinetics of Neat Methyl Oleate and as a Blend with Solketal
  12. Music Spaces in Conflict
  13. Moderators of the ego depletion effect
  14. Neuro-Esthetics : mapological foundations and applications (map 2003)
  15. Extrusion of multi-material components
  16. Understanding spam
  17. Sustainable entrepreneurship: creating environmental solutions in light of planetary boundaries
  18. Sozialkybernetik in statu nascendi
  19. Lernprozesse bei Lean Production
  20. Kunstunterricht
  21. Temporal changes in taxonomic and functional alpha and beta diversity across tree communities in subtropical Atlantic forests
  22. Glen Mills Schools
  23. The effects of targeted political advertising on user privacy concerns and digital product acceptance
  24. Groupware und Workflow- Konzepte und Systemvergleich
  25. Zootechnologies
  26. Telling your own stories
  27. Toward a modular evaluation approach of real-world laboratories
  28. Knowledge sharing for shared success in the decade on ecosystem restoration
  29. A feedback model combining individual and organizational determinants of small business innovation
  30. Negative theme zones in political interviews
  31. Intersektionalität
  32. Contextualising urban experimentation
  33. Effectiveness of psychological interventions in preventing recurrence of depressive disorder
  34. Elektroaltgeräte
  35. Grazing response patterns indicate isolation of semi-natural European grasslands
  36. Environmental Shareholder Value
  37. Dynamic capabilities?
  38. Virtual-exchange collaboration timeline planner
  39. Cadavre Exquisit
  40. Paradoxe Kritik
  41. Assessing quality in cross-country comparisons of health systems and policies
  42. Can personal initiative training improve small business success?
  43. Power and Necessity of Abstraction in Marx