Continuous Patient Monitoring with AI is an advanced platform developed by LookDeep Health for real-time analysis of video in hospital care settings. Leveraging computer vision, the platform provides insights into patient behavior and interactions through video analysis, securely storing inference results in the cloud for retrospective evaluation. The dataset, compiled in collaboration with 11 hospital partners, includes over 300 high-risk fall patients and over 1,000 days of inference, enabling applications such as fall detection and safety monitoring. The AI system detects key components in hospital rooms, including individual presence and role, furniture location, motion magnitude, and boundary crossings. Performance evaluation demonstrates strong accuracy in object detection and patient-role classification, as well as reliable trend analysis for the 'patient alone' metric. These capabilities enable automated detection of patient isolation, wandering, or unsupervised movement, key indicators for fall risk and other adverse events. This work establishes benchmarks for validating AI-driven patient monitoring systems, highlighting the platform's potential to enhance patient safety and care by providing continuous, data-driven insights into patient behavior and interactions.
Object detection, trend analysis
AI-driven patient monitoring platform
Dataset from 11 hospital partners
Object detection accuracy, patient-role classification accuracy
Cloud-based
Yes
No
Real-time analysis, fall detection, safety monitoring
Yes
Standard computing hardware with camera support
Linux, Windows, macOS
Compatible with existing hospital systems
Data privacy and security measures
HIPAA, GDPR
None
No
Professional support available
LookDeep Health team
Over 1,000 days of inference data
Low latency
Optimized for energy efficiency
Explainable AI techniques integrated
Designed with ethical AI principles
Limited to hospital care settings
Healthcare
Patient monitoring, fall detection, safety monitoring
Hospitals, healthcare providers
API integration with hospital systems
Highly scalable
Professional support, training services
Service Level Agreement available
Web-based dashboard
Yes
Available in multiple languages
Subscription-based
Yes
Collaborations with hospital partners
No patents
Compliant with healthcare standards
1.0.0
Software as a Service (SaaS)
Yes
RESTful API available
Subscription-based with optional services
0.00
USD
Proprietary
01/12/2023
01/12/2023
+1-800-555-0199
Continuous monitoring, data-driven insights
Yes