mlsanityData to 7 Oct 2026

"What If Smart Homes Could See Our Homes?": Exploring DIY Smart Home Building Experiences with VLM-Based Camera Sensors

arXiv 2503.02816 ↗First posted 4 Mar 2025cs.HCcited by 3

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Abstract (arXiv)

The advancement of Vision-Language Model (VLM) camera sensors, which enable autonomous understanding of household situations without user intervention, has the potential to completely transform the DIY smart home building experience. Will this simplify or complicate the DIY smart home process? Additionally, what features do users want to create using these sensors? To explore this, we conducted a three-week diary-based experience prototyping study with 12 participants. Participants recorded their daily activities, used GPT to analyze the images, and manually customized and tested smart home features based on the analysis. The study revealed three key findings: (1) participants' expectations for VLM camera-based smart homes, (2) the impact of VLM camera sensor characteristics on the DIY process, and (3) users' concerns. Through the findings of this study, we propose design implications to support the DIY smart home building process with VLM camera sensors, and discuss living with intelligence.

Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). First posted on arXiv 4 Mar 2025.

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Citing papers per year: 2025: 2; 2026: 1.

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  1. 2025SmartHome-Bench: A Comprehensive Benchmark for Video Anomaly Detection in Smart Homes Using Multi-Modal Large Language Models
  2. 2025Towards General Urban Monitoring with Vision-Language Models: A Review, Evaluation, and a Research Agenda
  3. 2024VLM-Vac: Enhancing Smart Vacuums through VLM Knowledge Distillation and Language-Guided Experience Replay
  4. 2024Future of Home-living: Designing Smart Spaces for Modern Domestic Life ↗
  5. 2024ROOT: VLM based System for Indoor Scene Understanding and Beyond
  6. 2025HomeBench: Evaluating LLMs in Smart Homes with Valid and Invalid Instructions Across Single and Multiple Devices
  7. 2025HouseTour: A Virtual Real Estate A(I)gent
  8. 2026SMH-Bench: Benchmarking LLM Agents for Environment-Grounded Reasoning and Action in Smart Homes