Computer Vision Technology

Human Pose Estimation &
Keypoint Detection

Advanced skeletal tracking and pose analysis for industrial safety monitoring, ergonomic assessment, and human motion analytics with real-time processing capabilities.

96.8%
Keypoint Accuracy
17
Body Keypoints
30fps
Real-time Processing
12ms
Inference Latency

Understanding Human Motion Analytics

Human pose estimation combines computer vision and deep learning to identify and track key anatomical landmarks, enabling comprehensive analysis of human movement and posture.

Pose Detection Pipeline

1

Human Detection

Identify and localize human figures in the scene using advanced object detection algorithms.

2

Keypoint Localization

Extract precise coordinates of anatomical landmarks such as joints, limbs, and body parts.

3

Skeletal Structure

Connect keypoints to form skeletal representation and analyze movement patterns and postures.

4

Motion Analysis

Process temporal sequences to understand motion dynamics, ergonomics, and activity recognition.

Standard Human Keypoints

Upper Body
  • • Head/Nose
  • • Neck
  • • Shoulders (L/R)
  • • Elbows (L/R)
  • • Wrists (L/R)
Lower Body
  • • Hips (L/R)
  • • Knees (L/R)
  • • Ankles (L/R)
  • • Eyes (L/R)
  • • Ears (L/R)

GaugeSnap Pose Detection

17
Key Points
360°
View Coverage
98.2%
Joint Accuracy
5mm
Precision Error

Advanced Pose Estimation Techniques

2D Pose Estimation

T

Top-down Approach

First detect humans, then estimate pose for each person. Higher accuracy but computationally more expensive.

Algorithms: HRNet, SimpleBaseline, RSN
B

Bottom-up Approach

Detect all keypoints first, then group them into individual poses. More efficient for multiple people.

Algorithms: OpenPose, AssociativeEmbedding, HigherHRNet
R

Real-time Models

Lightweight models optimized for speed and mobile deployment while maintaining reasonable accuracy.

Models: PoseNet, MoveNet, MediaPipe Pose

3D Pose Estimation

3D Estimation Methods

Single View (Monocular)
2D to 3D lifting with depth estimation
Fast
Multi-view (Stereo)
Triangulation from multiple cameras
Accurate
Temporal (Video-based)
Use motion cues over time for 3D inference
Smooth
RGB-D (Depth Sensor)
Direct depth measurement with RGB data
Precise

GaugeSnap 3D Pose Performance

8.4cm
Mean Joint Error
94.7%
3D PCK Accuracy
15fps
3D Processing Rate
2-8
Multi-camera Setup

Leading 3D Algorithms

VideoPose3D
Temporal convolution for video
Video
SMPL/SMPL-X
Statistical body modeling
Mesh
PoseLifter
2D to 3D transformation
Lifting

Pose Estimation & Keypoints

การประมาณท่าทาง & จุดสำคัญ - เทคนิคการระบุท่าทางและจุดสำคัญ

Human Pose Estimation

2D Pose Estimation

  • OpenPose - Multi-person 2D pose estimation
  • PoseNet - Lightweight 2D pose
  • HRNet - High-Resolution Networks
  • AlphaPose - Accurate multi-person pose

3D Pose Estimation

  • VideoPose3D - Video-based 3D pose
  • PoseLifter - 2D to 3D lifting
  • MediaPipe Pose - Real-time 3D pose
  • SMPL - Statistical body model

Keypoint Detection

Body Keypoints

  • 17-point COCO - Standard body keypoints
  • 25-point Body_25 - Extended body model
  • Hand Keypoints - 21 hand landmarks
  • Face Keypoints - 68 facial landmarks

Object Keypoints

  • Vehicle Keypoints - ล้อ, ประตู, ไฟ
  • Animal Pose - ท่าทางสัตว์
  • Custom Objects - จุดสำคัญเฉพาะ

การประยุกต์ใช้งาน

  • Sports Analysis - วิเคราะห์ท่าทางนักกีฬา
  • Healthcare - ติดตามการฟื้นฟูสุขภาพ
  • Industrial Applications

    Transform workplace safety and efficiency with advanced human pose analysis for ergonomics, safety compliance, and productivity optimization

    Ergonomics Assessment

    Analyze worker posture and movement patterns to identify ergonomic risks and prevent workplace injuries.

    • • RULA/REBA scoring
    • • Lifting posture analysis
    • • Repetitive motion detection

    Safety Protocol Monitoring

    Monitor compliance with safety procedures, detect unsafe postures, and ensure proper use of equipment.

    • • PPE compliance verification
    • • Fall risk assessment
    • • Confined space monitoring

    Training & Skill Assessment

    Evaluate worker technique, provide real-time feedback, and track skill development through motion analysis.

    • • Technique optimization
    • • Performance benchmarking
    • • Learning progress tracking

    Fatigue & Stress Detection

    Monitor worker fatigue levels through posture changes and movement patterns to prevent accidents and optimize breaks.

    • • Posture degradation analysis
    • • Movement efficiency tracking
    • • Break recommendation system

    Assembly Line Optimization

    Analyze assembly operations to identify bottlenecks, optimize worker movements, and improve overall productivity.

    • • Motion time study
    • • Workflow optimization
    • • Quality control monitoring

    Workplace Wellness

    Promote workplace wellness through posture monitoring, exercise recommendations, and health analytics.

    • • Daily activity tracking
    • • Stretch & exercise prompts
    • • Health trend analysis

    Ready to Revolutionize Workplace Safety?

    Transform your workplace with advanced human pose analysis. Enhance safety, improve ergonomics, and boost productivity with real-time motion intelligence.