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How Low Can You Go? Performance Trade-offs in Low-Resolution Thermal Sensors for Occupancy ...

Talkat UbiComp 2021 · 2021-09-21..09-26
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Systematic evaluation uses TIDOS and proprietary datasets, a preprocessing + blob-detection + flow-counter pipeline, and controlled frame-rate/resolution downsampling to measure accuracy. Results show 4×2 resolution supports reliable occupancy when frame rate is ≥4 fps; the lowest tested 2×2 at ≥16 fps can work but needs careful viewing-angle alignment. Frame rates <2 fps drop accuracy, viewing angles matter (best ~42–55° along paths, ~50–75° across doors), and low-res deployment cuts hardware costs by about 97% while preserving identity privacy.

AI-written summary · about

  1. 0:00Intro
  2. 0:22HUMAN OCCUPANCY DETECTION AND COUNTING
  3. 1:15PERFORMANCE LIMITS AND GUIDELINES
  4. 1:43MATERIALS AND METHODOLOGY
  5. 2:43FRAME RATE
  6. 3:16RESOLUTION
  7. 4:01VIEWING ANGLE Results
  8. 4:52INSIGHTS
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