Milesight MSense Technology:
AI Video Analytics
for Vertical Applications
10+ Edge AI Capabilities for Actionable Insights
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What Is ense
AI Video Analytics?
MSense AI is Milesight's in-house edge AI technology built to bring intelligent video analytics directly to the camera. It enables Milesight cameras to analyze attributes, behaviors, sounds, and events in real time, turning video footage into actionable insights for vertical applications.
MSense AI helps organizations respond faster and take the right action across retail intelligence, healthcare, education, safe city, industrial safety, and smart city.
Key Benefits of AI Video Analytics:
From Video Monitoring to Actionable Intelligence
Automated Response to
Security & Safety Risks
Security & Safety Risks
Detect suspicious behaviors, abnormal events, and safety compliance risks in real time, and trigger alerts before incidents escalate.
Accelerated Investigations &
Evidence Search
Evidence Search
Turn video footage into searchable events, metadata, and evidence, helping operators quickly locate people, vehicles, behaviors, and key moments.
Improved Operational
Efficiency & Service
Efficiency & Service
Extract insights from people flow, queue status, occupancy, and visitor behavior to support better resource allocation and service quality.
Reduced Manual
Monitoring Workload
Monitoring Workload
AI highlights meaningful events automatically, helping teams reduce screen-watching workload and focus on what truly requires attention.
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Behavior Analysis — Detecting Threats in Real Time
Detect abnormal behaviors, safety risks,
and critical events in real time to support faster response and safer environments.
Violence Detection
Fall Detection
Sound Classification
Violence Detection
Detect potential fighting or violent behaviors in monitored areas and trigger alerts for timely intervention.
Typical Applications:
Helps detect aggressive behaviors in schools, hospitals, public areas, and safe city environments, supporting faster response to campus violence, hospital disputes, and public conflicts.
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Fall Detection
Identify fall events when a person is detected falling or lying in the monitored area, and trigger alerts for timely assistance.
Typical Applications:
Suitable for elderly care, hospitals, and industrial workplaces, helping teams detect fall incidents early, provide timely assistance, and reduce life-threatening delays.
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Sound Classification
Analyze audio signals and classify abnormal sound events such as glass breaking, gunshot, and scream, helping cameras detect potential incidents even when they happen outside the visible scene.
Typical Applications:
Suitable for schools, hospitals, public areas, commercial areas, and safe city scenarios, helping teams identify emergency events earlier, and respond faster when visual evidence alone may not be enough.
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Trend Analytics — Turning Video Data into Business Intelligence
Object Counting
Count people or vehicles crossing a defined line or entering a selected area, supporting both line-crossing counting and regional counting.
- Threshold Alerts: Trigger alerts when the count exceeds a preset limit or the maximum dwell time is reached.
- Statistical Reports: Review usage trends through manual checks or scheduled reports.
- Real-time OSD: Display IN / OUT / SUM / Capacity data directly on screen.
Typical Applications:
Suitable for retail stores, shopping malls, and parking lots. It helps teams monitor queues, understand peak hours, allocate staff more efficiently, reduce waiting time, and improve customer satisfaction.
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Heat Map
Visualize activity patterns with space heat map and time heat map, showing where and when people stay, gather, or move most frequently within a monitored area.
Typical Applications:
Suitable for retail stores, shopping malls, commercial spaces, campuses, and public facilities. It helps teams identify high-traffic zones, optimize product placement and space layout, improve sales opportunities, and support crowd management.
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Milesight Intelligent Video Analytics in Action:
Boosting Sales and Customer Satisfaction
Boosting Sales and Customer Satisfaction
6-Month ROI at a Pet Store Chain
- +10% sales by optimizing product placement based on heat map data.
- +15% customer satisfaction by reducing wait times and improving store layout.
- Return on investment in just 6 months.
We're not just watching the store anymore — we're
understanding it. That's how Milesight helped us grow.
PPE Compliance — Supporting Workplace Safety Compliance
Detect whether workers are wearing required PPE, such as hard hat and reflective safety vest, and trigger automated alerts or voice alarm based on compliance status.
- Hard Hat Detection: Detect workers without a hard hat and trigger instant alerts.
- Safety Vest Detection (Coming Soon): Identify missing high-visibility safety vests in designated work areas.
- Real-time Audio Warning: Play pre-recorded reminders such as “Please wear your hard hat and safety vest properly”.
Typical Applications:
Suitable for construction sites, factories, warehouses, logistics areas, and industrial workplaces, helping teams identify PPE violations, guide workers to follow safety rules, and support workplace safety compliance.
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Attribute Recognition — Turning Objects into Searchable Data
Attributes Extraction
Extract searchable attributes from detected people and vehicles, turning visual details into structured data for faster target locating and forensic search.
- Person Attributes: Recognize upper clothing color, lower clothing color, and hat-wearing status.
- Vehicle Attributes: Recognize vehicle type and vehicle color.
- Back-end Search: Use extracted attributes as searchable filters in back-end platforms or VMS systems.
Typical Applications:
Designed for back-end search, VMS integration, and forensic investigation, allowing operators to search people or vehicles by attributes, locate targets faster, and improve evidence search efficiency.
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Face Detection
Detect faces in live video and provide face snapshots, attributes, and metadata to backend platforms.
- Face Snapshots: Capture face images from live video for event records.
- Face Attributes: Recognize age, gender, glasses, mask, and hat.
- Metadata Output: Provide face-related metadata to support search, filtering, and further applications.
Typical Applications:
MSense AI provides face snapshots and structured face metadata to back-end platforms, enabling further applications such as face search, allowlist/blocklist management, access control, attendance records, and investigation review.
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Why Milesight MSense AI Video Analytics?
In-house Edge AI Technology
Run intelligent video analytics directly on Milesight cameras to support real-time detection, faster response, and reduced cloud dependency & bandwidth usage.
Built for Vertical Applications
Support scenario-based AI analytics across security, retail, healthcare, education, industrial safety, and smart city applications.
Searchable Metadata for Back-end Integration
Empowered by Milesight's Open by Design architecture, Milesight cameras provide AI events, snapshots, attributes, and structured metadata to back-end platforms or VMS systems for faster search, filtering, and investigation.
Privacy-aware AI Video Monitoring
Work alongside privacy protection features to help organizations balance AI video analytics with personal data protection in sensitive environments, supporting GDPR-related privacy requirements.
- Face & Human Body Masking: Automatically apply masking to detected faces or human bodies in live view and recordings.
- AI Event + Privacy Masking: Enable AI events and masking at the same time, helping teams preserve key event context while protecting personal privacy.
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Explore Milesight Intelligent Video Analytics Algorithms
Milesight AI for video surveillance goes beyond MSense AI. Milesight also provides VCA 2.0 for security-focused detection with lower false alarms,
as well as traffic and vehicle-related AI solutions for road traffic, parking, and entrance management.
MSense AI for Vertical Applications
Turn video into actionable insights with AI analytics for behavior analysis, business intelligence, PPE compliance, and attributes metadata.
VCA 2.0 for Security Accuracy
Improve security-critical project detection accuracy with human, vehicle, and non-motor vehicle classification, helping reduce false alarms and focus on real security events.
Explore VCA 2.0 →
Traffic & Vehicle AI Solutions
For traffic, parking, and access control scenarios, Milesight provides AI capabilities such as license plate recognition, vehicle attribute recognition, parking occupancy detection, and allowlist/blocklist management.
Explore Traffic AI Solutions →
