Severe staff shortages in care facilities make night monitoring a heavy burden, contributing to staff turnover.
AI Care Monitoring Image Analysis Solution
An AI care monitoring solution combining image analysis, IoT sensors, and WebRTC live video to support night rounds, anomaly detection, and care record integration. Deployed across 8 facilities and 700 rooms.
Are you facing these challenges?
Early detection of falls and sudden health changes is difficult — delayed discovery can lead to serious outcomes.
Privacy concerns around camera monitoring prevent many facilities from gaining resident and family acceptance, blocking adoption.

CSUN Solution
CSUN provides a comprehensive care monitoring solution combining AI image analysis, IoT sensors, and WebRTC live video. Drawing on field expertise from deployments across 8 facilities and 700 rooms, we offer end-to-end support covering night round reduction, automated anomaly detection, and care record integration.
- AI Image Analysis: Privacy-conscious edge AI cameras with on-device image recognition
- IoT Sensor Integration: Biometric sensors, temperature/humidity, toilet occupancy detection, and more
- WebRTC Live Video: P2P low-latency real-time video for instant situational awareness
- Local Recording: Cloud-independent architecture for compliance and data sovereignty
- iPad / PC Notifications: Instant alerts when anomalies are detected
- Care Record System Integration: Auto-sync detection events with care management platforms
- Field-proven approach based on deployments across 8 facilities and 700 rooms
System Architecture

Expected Benefits
- Reduced night rounds: AI-powered 24/7/365 monitoring dramatically cuts staff patrol burden
- False-positive mitigation: Continuous AI model improvement using field feedback minimizes unnecessary verification work
- Paperwork reduction: Automatic event logging reduces administrative burden on care staff
- Privacy by design: Local recording with blurring/filtering — no personally identifiable images, ensuring resident peace of mind
- Phased deployment: Start with a single-room PoC and scale to full facility rollout
See the Benefits in Video
View care monitoring screens and AI analysis examples in video format.
Deployment Track Record
Currently deployed across 8 facilities and 700 rooms, supporting care monitoring, anomaly verification, and record integration. We accommodate customization for each facility's operational workflow and layout, with ongoing inquiries for additional deployments.
Use Cases
- Care Facilities (nursing homes, assisted living, group homes)
- Hospitals & Clinics (night ward monitoring, fall detection)
- Maternal & Child Health (obstetrics, neonatal monitoring)
- Construction Site Safety (restricted zone intrusion, worker safety)
- Logistics & Warehousing (area surveillance, anomalous behavior detection)
- Building Management (night security, intruder detection)
- Parking & Traffic Monitoring (vehicle detection, incident detection)
Technical Highlights
- WebRTC SDK P2P Live Video: Low-latency, high-quality real-time video streaming
- Deep Learning Image Recognition: CNN-based pose estimation, fall detection, and wandering detection
- AI Engine (RK3399/NanoPi R6S): High-speed edge inference with low-latency response
- Local Recording & Video Download: NAS/SD card support with rapid playback of critical scenes
- IoT Sensor Integration: Temperature, humidity, ambient light, PIR motion, door contact, and more
- Cloud Extensibility: Optional cloud notifications, remote monitoring, and data analytics
Related Products
Expected Benefits
Edge AI keeps video local — only anomaly alerts are sent. 24/7 safety with privacy fully protected.
Automatic detection of falls, bed exits, and wandering significantly reduces night patrol burden, freeing staff for core care duties.
24/7 reliable operation improves emergency response times, giving residents and families greater peace of mind.
Applicable Industries & Use Cases
Technical Details
| Image Analysis | AI image analysis (pose estimation, fall detection, wandering detection) |
|---|---|
| IoT Sensors | Biometric, temperature/humidity, toilet occupancy, ambient light, door contact |
| Live Video | WebRTC P2P low-latency live video |
| Recording | Local recording (NAS/SD card), video search & download |
| Notification | Instant alerts to iPad/PC |
| Client Devices | iPad, iPhone, Android, Windows PC |
| Privacy | Edge processing + blurring, cloud-independent |
| AI Engine | RK3399 / NanoPi R6S, CNN inference engine |
| Cloud Extension | Optional: cloud notifications, remote monitoring |
| Customization | Custom-tailored to facility operations and layout |
| Deployment Track Record | Deployed across 8 facilities and 700 rooms |
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Industrial camera modules for all AI vision equipment: visual inspection, code reading, care monitoring, and logistics scanning. 5,000+ units shipped in mass production.
Related Documents & Resources
From camera selection to AI model design, embedded implementation, and mass production — we provide end-to-end support.
FAQ
Can you customize camera modules?
Yes, we offer customization from lens selection, FOV, interface (MIPI/USB/CSI) to enclosure design, tailored to your product requirements. Please share your needs first.
Can we start with a production-oriented PoC consultation?
Absolutely. CSUN's strength is end-to-end support from prototype to mass production. We propose designs with production in mind from the PoC stage, enabling a smooth transition to volume manufacturing.
Do you provide WebRTC recording and AI SDK?
Yes, the RV1126B AI Vision Kit provides P2P/WebRTC streaming, recording pipeline, and AI inference SDK in one package. API documentation and sample code are also available.
Are evaluation samples available for the QR code reading module?
Yes, we offer evaluation sample loans. You can test reading performance in your actual usage environment. Please contact us via the inquiry form.
Can you support mass production and long-term supply for the Japanese market?
Yes, CSUN has 15+ years of track record in the Japanese market, with numerous mass production and long-term supply achievements: 20k digital piano units, 5k+ camera modules, 500 logistics devices, and more. Our entire operation — from component selection and quality management to after-sales support — is built for long-term supply.
Planning an AI vision or edge AI solution?
From camera selection to AI model design, embedded implementation, and mass production — we provide end-to-end support.
Related Case Studies
Proven results related to this solution.
AI-sCare+ Care Monitoring Image Analysis System
In care facilities facing severe staff shortages, there was an urgent need to reduce night monitoring burden and detect anomalies like falls and sudden health changes early. Privacy-conscious monitoring was a non-negotiable requirement.