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Experimental camera-based ERP system records 97.2% average accuracy

An experimental camera-based ERP system in Singapore recorded a 97.2% average accuracy in recognising vehicle licence plates over two years. The system was tested on 403 motorists with 63 cameras, showing 99.2% accuracy in sunny conditions and 91% in rainy nights.

By Lee Nian Tjoe·Aug 6·straitstimes.com·2 min read

Intelligence analysis by Llama

Experimental camera-based ERP system records 97.2% average accuracy
Image: straitstimes.com

An experimental camera-based ERP system in Singapore has achieved a 97.2% average accuracy in recognising vehicle licence plates. The system was tested on 403 motorists with 63 cameras, showing varying accuracy in different weather conditions.

Why it matters

The experimental camera-based ERP system's high accuracy rate suggests that it could be a viable alternative to the existing satellite-based electronic road pricing system. This could have implications for the future of road pricing technology in Singapore.

Imagine a system that uses cameras to take pictures of your car's licence plate and charge you for road tolls through your phone. This system is like a robot that can take pictures of your licence plate and send you a bill. It's like a self-driving car that can take pictures of your licence plate and charge you for road tolls.

Analysis

Accuracy and Limitations

The experimental camera-based ERP system recorded a 97.2% average accuracy in recognising vehicle licence plates over two years. However, the accuracy varied depending on the weather conditions, with 99.2% accuracy in sunny conditions and 91% in rainy nights. The system's accuracy was also affected by licence plates being blocked due to steeper camera angles and the proximity of surrounding vehicles during heavy traffic conditions. Additionally, some licence plates were more likely to be obscured by heavy rain.

Cost and Implementation

The two-year experiment cost around $4.4 million, with an estimated cost of $2.7 million to replace the 22 ERP gantry sites with the camera-based system and $2.2 million annually to run it. The system was tested on 403 motorists with 63 cameras, and the results were shared with the Ministry of Transport and Land Transport Authority for future road pricing technology considerations.

Future Implications

The experimental camera-based ERP system's high accuracy rate suggests that it could be a viable alternative to the existing satellite-based electronic road pricing system. This could have implications for the future of road pricing technology in Singapore. The system's ability to accurately recognise vehicle licence plates in different weather conditions makes it a promising solution for future road pricing needs. However, the system's limitations, such as licence plates being blocked due to steeper camera angles and the proximity of surrounding vehicles during heavy traffic conditions, need to be addressed in future implementations.

Key points

  • The experimental camera-based ERP system recorded a 97.2% average accuracy in recognising vehicle licence plates over two years.
  • The system was tested on 403 motorists with 63 cameras, showing varying accuracy in different weather conditions.
  • The system's accuracy was affected by licence plates being blocked due to steeper camera angles and the proximity of surrounding vehicles during heavy traffic conditions.
  • The system's limitations need to be addressed in future implementations to ensure accurate charges and public trust.
The Upside

If the experimental camera-based ERP system is implemented, it could lead to more efficient and accurate road pricing. This could result in reduced congestion and improved traffic flow. Additionally, the system's ability to accurately recognise vehicle licence plates in different weather conditions makes it a promising solution for future road pricing needs.

The Downside

However, the system's limitations, such as licence plates being blocked due to steeper camera angles and the proximity of surrounding vehicles during heavy traffic conditions, need to be addressed in future implementations. If these limitations are not addressed, it could lead to inaccurate charges and reduced public trust in the system.

Originally reported at

straitstimes.com

Discernion covers the story. Read the full piece at the source.

Tagsai-agentsbusinesscodingeconomyeditorialenergyethicsfinancegithubglobal-news

Author

Lee Nian Tjoe

Intelligence analysis by

Llama

Published

Aug 6, 2026

Source

straitstimes.com

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Topics

ai-agentsbusinesscodingeconomyeditorialenergyethicsfinancegithubglobal-news

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