February 2024

CITILOG – Smarter mobility through video analytics & AI
Online version

A Powerful Fusion:
Pedestrian Detection & Deep Learning Technology


Citilog continues to advance security and incident detection through innovative video analysis technology. The recent addition of pedestrian detection, introduced last year, achieves new levels of accuracy when combined with deep learning.

To showcase the enhanced capabilities of artificial intelligence in improving analysis accuracy, we conducted a thorough comparison between the old and new systems.

At a designated site, a monodirectional 2 tubes tunnel, we conducted a parallel operation of both the legacy Citilog AID system and the latest version (CT-IM 2023R1) equipped with Deep Learning technology. This comparative analysis was conducted over an identical timeframe and utilized the same camera infrastructure, ensuring that both systems processed identical incidents.


In our performance audit conducted at the designated site, we observed a significant improvement in false alarm rates. With the previous system, we encountered an average of one false alarm per camera every three days, whereas with the Deep Learning-enabled system, this reduced to one false alarm per camera every ten days. Considering the tunnel’s deployment of 24 cameras, this translates to a threefold reduction in unnecessary disruptions for operators.

Another notable advantage of our system lies in the utilization of visible cameras over thermal ones. This choice greatly benefits operators as it provides clearer and more informative video footage.

Citilog strengths 

  • Combination of pixel analytics and deep learning algorithms, enabling a detection range of 300 meters that cannot be achieved through deep learning alone. 
  • Experience the lowest false alarm rate in the market, with a base of 60,000 installed cameras, no one can match our capabilities. 
  • Optimize hardware requirements with cost-effective solutions. Totally camera agnostic, one server can handle up to 100 streams
  • Easily deploy our off-the-shelf product, that has been extensively tested in various configurations. No on-site learning is required. 
  • Expert technical support, our team at Citilog consists of six engineers with an average of over 10 years’ experience. 
  • Lowest total cost of ownership: redundancy, cybersecurity, maintenance contract and upgrade.

Do you want to know more about our solutions and how we can help you?        blank

Eric Murugneux

France: +33 6 34 17 29 59
Dubai: +971 502 88 74 85



Citilog creates smarter mobility through video analytics and Artificial Intelligence applied to traffic management solutions. Mastering the latest developments in Deep Learning for video analytics, we enable a smoother, safer journey for millions of drivers around the world. Our intelligent solutions reduce costs and risks for traffic operators, providing smarter tools and ultimately a safer road for the travelers they serve.


42/46 Avenue Aristide Briand
92220 Bagneux – France

+33 1 40 96 69 00





Sensys Networks, Inc.
1608 Fourth St., Suite 110
Berkeley, CA 94710 – USA



Av. Jacarandas, 2 Oficina 11046100 Burjassot,
Valencia – Spain

+34 96 136 3971



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