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IRIS: Wireless Ring for Vision-based Smart Home Interaction

arXiv 2407.18141 ↗First posted 25 Jul 2024cs.HC cs.ET cs.LGcited by 0

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Abstract (arXiv)

Integrating cameras into wireless smart rings has been challenging due to size and power constraints. We introduce IRIS, the first wireless vision-enabled smart ring system for smart home interactions. Equipped with a camera, Bluetooth radio, inertial measurement unit (IMU), and an onboard battery, IRIS meets the small size, weight, and power (SWaP) requirements for ring devices. IRIS is context-aware, adapting its gesture set to the detected device, and can last for 16-24 hours on a single charge. IRIS leverages the scene semantics to achieve instance-level device recognition. In a study involving 23 participants, IRIS consistently outpaced voice commands, with a higher proportion of participants expressing a preference for IRIS over voice commands regarding toggling a device's state, granular control, and social acceptability. Our work pushes the boundary of what is possible with ring form-factor devices, addressing system challenges and opening up novel interaction capabilities.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 6 of its 48 references that are in the map. First posted on arXiv 25 Jul 2024.

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6 of 48 references.

References · 6

  1. 2015Deep Residual Learning for Image Recognitioncited by 52,096
  2. 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,744
  3. 2023DINOv2: Learning Robust Visual Features without Supervisioncited by 7,974
  4. 2019EfficientNet: Rethinking Model Scaling for Convolutional Neural Networkscited by 6,442
  5. 2015You Only Look Once: Unified, Real-Time Object Detectioncited by 4,852
  6. 2022NeuriCam: Key-Frame Video Super-Resolution and Colorization for IoT Camerascited by 2

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