X-Dynamics 3D Vision Case Studies

Explore how X-Dynamics 3D sensing solutions address real-world challenges across logistics, industrial safety, people counting, robotics and other intelligent applications.

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3D Vision in Real-World Applications

Shopping Mall Analytics

See how a European shopping mall improved customer-flow visibility to support digital operations and more informed planning.

Retail Traffic Analytics

Discover how 3D people counting helps retail chains understand traffic patterns, optimize staffing and integrate occupancy data.

Smart Restroom Monitoring

Learn how real-time occupancy data enables demand-based cleaning, better resource allocation and more efficient facility operations.

Public Transit Analytics

Explore how reliable boarding and alighting statistics support route planning, fleet allocation and consistent passenger monitoring.

CASE 1

European Shopping Mall Transformation

A European shopping mall needed reliable customer-flow insights to improve operations, store planning, and the overall visitor experience.

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3D people counting and traffic analytics for retail stores

Results

By using the X-Dynamics X-503, the mall gained real-time insights into customer traffic patterns and visitor behavior. This improved operational efficiency, supported more effective store planning and promotional strategies, increased foot traffic, and enhanced the overall shopping experience and customer satisfaction.

PAIN POINT 1

Inefficient Customer Research: Traditional research methods were slow, making timely customer feedback difficult to collect and analyze.

PAIN POINT 2

Limited Data for Planning: Insufficient customer-flow data restricted informed decisions on mall upgrades, renovations and operational planning.

SOLUTION 1

Real-Time Traffic Analytics: The X-Dynamics 3D camera collects entry, exit, foot-traffic and dwell-time data in real time.

SOLUTION 2

Customer-Flow Heatmaps: Visual heatmaps reveal customer movement patterns to improve store layouts, user management and operational strategies.

CASE 2

Retail Chain Traffic Analytics

A regional retail chain operating more than 50 stores needed a reliable way to understand customer traffic.

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3D people counting system monitoring visitors at a building entrance

Results

With the X-Dynamics X-D535, the retail chain achieved over 99% counting accuracy across its stores. Automated data collection reduced manual reporting workload by 90%, improved staff scheduling efficiency by 20%, and supported traffic-to-sales analysis for better conversion decisions.

PAIN POINT 1

Inaccurate Manual Counting: Manual counting required significant staff time and often produced inconsistent data, making reliable store-to-store performance analysis difficult.

PAIN POINT 2

Unstable Video-Based Analytics: Existing video systems were affected by changing light conditions and could not provide stable, privacy-friendly traffic data.

SOLUTION 1

Accurate Traffic Monitoring: X-D535 cameras installed at store entrances enabled accurate bidirectional counting and customer dwell-time analysis.

SOLUTION 2

Centralized Data Integration: Traffic data was connected to the retailer’s platform through HTTP API for centralized reporting and operational analysis.

CASE 3

Smart Restroom Monitoring

A smart building operator needed real-time restroom occupancy data to enable demand-based cleaning and improve facility management efficiency.

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Smart restroom monitoring using 3D sensing for occupancy detection

Results

With the X-Dynamics X-D535, the operator gained real-time visibility into restroom occupancy and automated cleaning alerts based on predefined visitor thresholds. This reduced unnecessary cleaning operations by 30%, improved resource allocation, and enhanced overall user satisfaction and facility management efficiency.

PAIN POINT 1

Inaccurate Visitor Counting: Traditional PIR sensors could not accurately count visitors or provide reliable restroom usage data.

PAIN POINT 2

Inefficient Fixed Cleaning: Fixed cleaning schedules lacked real-time occupancy insights, resulting in unnecessary cleaning and inefficient resource allocation.

SOLUTION 1

Real-Time Occupancy Monitoring: X-D535 cameras installed at restroom entrances provided accurate visitor counts and real-time occupancy visibility.

SOLUTION 2

Automated Cleaning Alerts: Visitor data was connected to the facility management platform to trigger cleaning alerts at predefined thresholds.

CASE 4

Public Transportation

An urban public transportation operator needed accurate passenger data to improve route planning, fleet allocation, and daily operations.

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3D passenger counting system for public transportation

Results

Using the X-Dynamics X-D535, the operator achieved over 98% passenger counting accuracy and gained more reliable boarding and alighting data. These insights improved route planning efficiency and supported more accurate fleet deployment decisions across daily operations.

PAIN POINT 1

Inaccurate Ridership Data: A lack of accurate ridership statistics made it difficult to understand passenger demand across different routes and periods.

PAIN POINT 2

Inefficient Fleet Planning: Limited passenger data restricted route optimization, fleet allocation, and effective planning for daytime and nighttime operations.

SOLUTION 1

Accurate Passenger Counting: X-D535 cameras installed onboard buses enabled accurate boarding and alighting passenger counting throughout daily operations.

SOLUTION 2

Centralized Data Management: Passenger data was uploaded to the central management platform to support unified monitoring and operational analysis.

Explore Our All Products Portfolio

  • X-D535L and X-D535H 3D ToF people counting camera on a white background
    X-D535L and X-D535H 3D ToF people counting camera for occupancy and traffic analytics.
  • X-D400 compact 3D iToF depth camera on a white background
    X-D400 compact 3D iToF depth camera for depth sensing and 3D vision integration.
  • X-D500 industrial 3D iToF depth camera on a white background
    X-D500 industrial 3D iToF depth camera for machine vision and automation integration.
  • X-D1000 industrial 3D iToF depth camera with dual optical windows on white
    X-D1000 industrial 3D iToF depth camera for depth sensing and 3D vision applications.
  • X-D450 embedded 3D iToF camera module with ribbon cable on white
    X-D450 embedded 3D iToF camera module for compact vision system integration.
  • XD-S20 compact dToF laser rangefinder module on a white background
    XD-S20 compact dToF laser rangefinder module for distance-sensing integration.
  • XD-S40 dToF laser rangefinder module with optical sensor and PCB on white
    XD-S40 dToF laser rangefinder module for compact distance-sensing systems.
  • XD-S200S compact dToF laser rangefinder module on a white background
    XD-S200S compact dToF laser rangefinder module for distance measurement integration.
  • XD-S700 dToF laser rangefinder module on a white background
    XD-S700 dToF laser rangefinder module for optical distance-sensing integration.
  • XD-S1000 dToF laser rangefinder module with dual optical windows on white
    XD-S1000 dToF laser rangefinder module for distance-sensing applications.
  • XD-S1500 compact dToF laser rangefinder module on a white background
    XD-S1500 compact dToF laser rangefinder module for optical distance measurement.
  • XD-S2000 compact dToF laser rangefinder module on a white background
    XD-S2000 compact dToF laser rangefinder module for distance-sensing integration.
  • X-D1100 3D iToF depth camera on a white background
    X-D1100 wide-field 3D iToF camera for accurate depth sensing and RGB-D imaging.

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