Spray Paint Image Synthesis in Surveillance Camera Anomaly Detection

CAiRS
Overview

CAiRS created a state-of-the-art (SOTA) modified residual network with color attention module, trained on customized "Blurveillance" dataset and small model size outperform SOTA networks in edge application.

It can classify image status with five classes "Normal", "Foggy", "Defoucs Blur", "Dirt Blur" and "Spray Paint".

  • Spray Paint Image Synthesis in Surveillance Camera Anomaly Detection 0
  • Spray Paint Image Synthesis in Surveillance Camera Anomaly Detection 1
  • Spray Paint Image Synthesis in Surveillance Camera Anomaly Detection 2
Research completion
2022
Commercialisation opportunities
Technology licensing agreement
Problem addressed

Smart surveillance videos system taken in unconstrained environments can be tampered with due to different environmental factors and malicious human activities. They often blur the video content and introduce difficulty in identifying the events in the scene that leads to wrong real-time decision.

Innovation
  • The system has a modified residual network incorporated with color attention module that significantly outperforms the state-of-the-art networks while keeping the model size small for edge applications
  • A diverse background scenes to cover a wide range of application conditions of surveillance camera systems image dataset, namely “Blurveillance”, is purposedly built to be practical for application. It collects 10,000 surveillance images of five classes: "Normal", "Foggy", "Defoucs Blur", "Dirt Blur" and "Spray Paint". They cover the diverse blur anomalies caused by intentional camera tampering, unintentional factors and environmental changes
  • A spray paint model, which is based on the spray paint characteristics and the thin lens model is created for synthesizing the spray paint effect
Key impact
  • Enables AI real-time diagnostic health/anomaly detection management of the survelliance video anomaly system
  • Automatic real time signal for anomaly detection reduces man-hour for monitoring/inspecting the system status to nil
  • Reduces field service, video surveillance down time and the cost of repairing and maintenance
Application
  • Surveillance camera system with large number of cameras
  • Smart lamppost
  • Automatic guided vechicle

Patent

  • Hong Kong Short Term Patent No. HK30076502

As “New-industrialisation” has gained momentum in Hong Kong in recent years, the city’s new growth agenda now depends on the application of innovative technologies to streamline manufacturing process for the development of high value-added industries and industry supply chains locally. In addition to regenerate manufacturing that once played a major role in the economy. 

Today, Hong Kong’s brands represent safe and reliable products and systems, and the Centre for Advances in Reliability and Safety (CAiRS) has been established to ensure and elevate “trust” in Hong Kong products using a top-down, problem-centric and collaborative approach. Through our collaborating research projects with industry, not only accelerate the "commercialization of scientific research results", but also expediting the transformation of "from 1 to N" results. CAiRS consolidates local and overseas’ talents to improve the innovative eco-system.

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