Data Intelligence and Automation

Computer Vision and Visual Analytics

Computer vision solutions help organisations analyse images and video and turn visual observations into reviewable information. Applications include recorded-video analysis, image classification and visual inspection, with the use case, evaluation data and operating limits defined before deployment.

Scope of Services

  • Assess image and video suitability for the use case.
  • Prepare, label and split evaluation data.
  • Develop suitable classification or detection models.
  • Locate candidate events along a video timeline.
  • Create review dashboards, reports and visual outputs.
  • Measure missed events and false alerts.
  • Connect outputs to business systems where agreed.
  • Test recording conditions and operational performance.

Business Value

  • Focus review on priority scenes.
  • Structure and document analysis results.
  • Support operational and visual-inspection decisions.

Practical Examples and Deliverables

These scenarios illustrate solutions that can be tailored to client data and the agreed scope.

Reviewing recorded CCTV footage

The SCVD demonstration analyses an uploaded video, classifies temporal segments and prepares a log of candidate events and timestamps. It supports human review; the current model does not ingest live streams or identify an aggressor or establish personal responsibility.

Product inspection and image classification

Solutions may be developed to classify product images by defects or categorise land imagery. These proposed applications require representative data and separate pilots; they are not demonstrated capabilities of the CCTV model.

What the Client Receives

Pilot model, review interface, output clips or images, evaluation report and documented operating limits.

Measures of Success

Detection performance on client data, false-alert rate, missed events and processing time. Targets are agreed after measuring the baseline.

  1. Step 1Image or video
  2. Step 2Visual analysis
  3. Step 3Candidate events
  4. Step 4Human review
Illustrative service workflow

Project Demonstration

Video Review Report

The report summarises classifications and timestamps of candidate events in an uploaded video. It directs a reviewer to relevant segments for contextual visual inspection.

Actual video analysis and review interface from SCVD project, with Ahmed Fouad Hashem as a contributor. Percentages show demonstration prediction confidence, not a guarantee of client-site accuracy.
Actual video analysis and review interface from SCVD project, with Ahmed Fouad Hashem as a contributor. Percentages show demonstration prediction confidence, not a guarantee of client-site accuracy.

Adapting the Demonstration for a Client

Adaptation begins by defining the use case, data and permissions, followed by a limited pilot and output review with the client team. Operating scope, support and integrations are agreed after pilot acceptance.

Reference project Smart-City_CCTV_Violence_Detection

Is your organisation facing a similar challenge?

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