Microsoft Certified: Azure AI Engineer AssociateImplement image and video processing solutionsHard

A retail chain wants to analyze customer behavior in their stores. They need to automatically detect when customers enter a specific promotional zone, how long they dwell there, and if they pick up a product. Which Azure AI service feature combination is most suitable?

  1. AAzure Video Indexer and Azure Computer Vision's Object Detection.
  2. BAzure Computer Vision's Read API and Azure Video Indexer.
  3. CAzure Computer Vision's Spatial Analysis and Custom Vision's Object Detection.
  4. DAzure Custom Vision's Classification and Azure Form Recognizer.
Show answer & explanation

Correct answer: C. Azure Computer Vision's Spatial Analysis and Custom Vision's Object Detection.

Azure Computer Vision's Spatial Analysis can track people entering zones and measure dwell time. To detect if a specific product (not a general object) is picked up, a Custom Vision Object Detection model would be trained for that particular product, combining these to meet all requirements.

Why the other options are wrong

  • A. Video Indexer is for broader video insights, not real-time zone tracking or specific product detection. Computer Vision Object Detection is for general objects, not unique products without custom training.
  • B. Read API is for OCR, and Video Indexer is for video insights; neither directly addresses real-time person tracking in zones and specific product pick-up detection.
  • D. Custom Vision Classification categorizes images, not for real-time person tracking or specific object detection. Form Recognizer is for documents.

Computer Vision Spatial Analysis + Custom Vision Object Detection

Combining real-time person tracking and zone analysis from Computer Vision Spatial Analysis with custom object detection for specific items using Custom Vision.

  • Spatial Analysis for people counting, zones, dwell time
  • Custom Vision for detecting unique, domain-specific objects
  • Enables comprehensive behavioral analysis in physical spaces
  • Requires real-time video stream processing

Memory trick: Spatial Zones Track People, Custom Vision Finds Products.

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