People Analytics

Pose Estimation

Boost safety and insights with AI Pose Estimation. Monitor activity, detect human poses in real time, and unlock valuable behavior data for smart cities, factories, and healthcare.

Real-time inference
On-premise or cloud
GDPR compliant
REST API & SDK
Standing
NORMAL
12
detected
now
Confidence96%
PostureUpright
Sitting
NORMAL
3
detected
now
Confidence93%
PostureSeated
Fallen
ALERT
1
detected
now
Confidence98%
Fall detected at CAM-03
12s ago - dispatching alert
Crouching
WATCH
2
detected
now
Confidence91%
Duration1m 20s
>98%
Detection accuracy
50+
Smart city deployments worldwide
common.capabilities

Advantages of Incoresoft’s Pose Estimation Module

01

Captures and detects a person in every position - lying, standing, sitting, falling, getting up

02

Determines human position according to specified parameters

03

Generates events based on human identification rules

04

Supports multiple sources of video data for flexible integration

05

Provides flexible access rights for different user groups

06

Enables search and filtering of recognition data within the archive

07

Supports major databases - MySQL, PostgreSQL, MS SQL, Oracle

08

Allows database import (CSV) and export (Excel, PDF, CSV, JSON)

09

Includes a business logic constructor for custom workflows

10

Cross-platform and multilingual interface for global deployment

Process

How It Works

01

Data collection

The system receives input from CCTV or camera sources.

02

Body Keypoint Detection

AI algorithms identify crucial body joints and connect them to form a skeleton-like structure.

03

Pose Classification

The model determines the person’s pose (standing, sitting, lying, falling, etc.).

04

Event Triggering

The system sends alerts or logs data according to predefined rules.

Integrations

Works With Your Existing Stack

Deploy alongside your current cameras, hardware, and VMS - no forklift upgrade required.

IP Cameras

Any ONVIF / RTSP stream

Axis CommunicationsBosch Security SystemsDahua TechnologyHanwha VisionHikvisionVivotekUniview (UNV)MilesightRTSPONVIF

VMS Platforms

Native plugin & SDK support

VMS VezhaMilestoneGenetecNx WitnessAvigilon

Edge Hardware

GPU-accelerated inference

NVIDIA JetsonIntel NUCGPU ServerCloud
Pose estimation uses AI to detect and interpret human body positions and movements from video or images. By identifying keypoints like elbows, knees, and shoulders, it can recognize actions such as standing, walking, or falling - enabling smarter surveillance, safety monitoring, and healthcare applications with accuracy above 98%.

What Is Pose Estimation?

Pose estimation is a computer vision technique that uses AI algorithms to detect and analyze human body positions, postures, and movements from images or video frames.

Unlike simple object detection, which only recognizes what an object is, pose estimation goes further - it determines how that object (in this case, a person) is positioned.

For example, it can identify whether a person is:

  • Standing
  • Sitting
  • Lying down
  • Walking
  • Falling
  • Getting up

This makes pose estimation an essential part of advanced AI surveillance systems, smart city monitoring, and even medical rehabilitation platforms.

Pose estimation algorithms can detect a person’s body keypoints (like elbows, knees, or shoulders) with over 90% accuracy, even in low-light environments or partial occlusion.

Incoresoft’s Pose Estimation Module is an advanced, AI-powered video analytics solution that detects human body movements from any camera feed.

Incoresoft’s Pose Estimation Module

Key Capabilities:

  • Detects multiple human poses (standing, sitting, lying, walking, falling).
  • Works with different video sources and supports multi-camera integration.
  • Logs events with date, time, and detected pose.
  • Offers flexible user access levels and data filtering in archives.
  • Supports major databases: MySQL, PostgreSQL, MS SQL, Oracle.
  • Exports data to EXCEL, PDF, CSV, JSON formats.
  • Includes a business logic constructor for custom automation.
  • Available in a cross-platform, multilingual interface.

Incoresoft’s software performs exceptionally well in low-bandwidth environments and can operate seamlessly with existing surveillance systems - making it ideal for retrofitting older CCTV infrastructures with AI intelligence.

These core metrics reveal how visitors interact with store spaces. By tracking zone activity, dwell times, peak hours, and promo impact, retailers can pinpoint high- and low-performing areas, optimize layouts, schedule staff effectively, and measure campaign ROI.

Advantages of Incoresoft’s Pose Estimation Module

FeatureBenefit
Multi-frame analysisReduces false positives and increases accuracy.
Rule-based event creationFully customizable detection logic.
Cross-database compatibilityFlexible integration with existing systems.
User-friendly configurationNon-technical staff can manage setup easily.
Data search and filteringQuickly locate recognition data in archives.
Modular architectureWorks alongside other Incoresoft analytics modules.
Different types of pose estimation offer varying levels of detail and application. From detecting body keypoints in 2D or 3D to analyzing hand and head movements, these methods power use cases across surveillance, robotics, AR/VR, gesture recognition, and driver monitoring - enabling precise motion understanding in real time.

Types of Pose Estimation

TypeDescriptionUse Case Example
2D Pose EstimationDetects keypoints on a 2D plane.Basic surveillance, activity monitoring.
3D Pose EstimationReconstructs movement in 3D space.Sports analysis, robotics, and AR/VR.
Hand Pose EstimationFocuses on fingers and hand joints.Gesture recognition, sign language interpretation.
Head Pose EstimationTracks head direction and tilt.Driver monitoring, fatigue detection systems.

Directions

Safe City

Enhance urban safety and emergency response with intelligent body movement detection. The Pose Estimation module automatically identifies unusual postures—such as a person lying or falling in public areas—allowing authorities to react quickly and prevent potential accidents or emergencies.

Retail

Understand customer behavior and improve operational efficiency. Pose Estimation helps analyze visitor movement, detect inactivity near service zones, and prevent accidents in high-traffic retail areas. It also supports queue management and crowd monitoring for a smoother shopping experience.

Industry

Boost workplace safety and efficiency in production environments. The system detects falls, inactivity, or abnormal movements among employees in restricted or hazardous zones, triggering instant alerts and helping supervisors prevent injuries or downtime.

Education

Improve student and staff safety on campuses with AI-based pose recognition. The module helps security teams detect abnormal activity, monitor crowds in hallways or events, and identify emergency situations like fainting or falling in real time.

Public Transportation

Strengthen passenger safety in stations, airports, and terminals. Pose Estimation identifies people who have fallen, remain motionless, or behave abnormally—helping staff respond to medical or security incidents quickly and effectively.

Private Property

Protect residential and commercial properties with intelligent video analytics. The module recognizes unusual postures or movements, such as a person lying down in restricted areas, indicating potential intrusion, distress, or unauthorized access.

Incoresoft’s Pose Estimation Module is an advanced, AI-powered video analytics solution that detects human body movements from any camera feed.

Why Choose Incoresoft for Pose Estimation Solutions?

When you choose Incoresoft, you’re partnering with a team that has deep expertise in AI-driven video analytics, data security, and urban infrastructure optimization.

Top Reasons:

  • Proven performance: Validated in over 50 smart city deployments worldwide.
  • Scalable technology: From a single building to nationwide infrastructure.
  • Customizable AI models: Adaptable to unique project needs.
  • Data security compliance: Meets GDPR and local data protection standards.
  • Reliable support: Continuous updates and technical assistance.
FAQ

Frequently Asked Questions

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