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White Paper on AI-Powered Video Analytics

A comprehensive overview of Video Analytics (VA) technology, including insights into machine learning and deep learning, use cases of VA technology across industries, future developments of VA, and so on.


Video Analysis

Video Analytics

Video analytics transform IP cameras into intelligent systems. Traditionally, a surveillance system requires at least one security guard to look at multiple TVs 24/7, which is very costly and inefficient. By leveraging existing IP cameras in the surveillance infrastructure, PesEyes' video analytics changes the traditional surveillance method. By automating the surveillance process with image processing and computer vision, PesEyes automatically and swiftly alerts the end user of areas for attention as they arise

security guard at computer watching footage Pensees Video Analytics AI Artifical Intelligence
Fighting Detection
Capoiera fight example Pensees Video Analytics AI Artifical Intelligence

Fighting Detection

Fighting detection determines and sends alerts for aggressive actions, such as punching or kicking between two or more people in a region of interest. It is very useful in video surveillance of open space areas including dormitories, classrooms, factories, public transportation, prisons, bars, or even at sports facilities. PesEyes has a smart mechanism to differentiate fighting from normal activities such as gathering, dancing and playing. In addition, it is customisable to support a variety of distances from camera between 3m to 10m.

Face Recognition
Dynamic Face Capture and Recognition Pensees Video Analytics AI Artifical Intelligence

Face Recognition

Face recognition is a process to identify known and unknown faces from a region of interest. With the state-of-the-art algorithm, PesEyes is able to recognise the registered whitelist or blacklist with an accuracy of up to 99%. A whitelist refers to a list of Very Important Persons, while blacklists refer to individuals to avoid or distrust. With PesEyes, it is fast and reliable, even under challenging conditions such as the wearing of masks or glasses, dim lighting, changing of facial expressions and motion blur. 

Loitering Detection Pensees Video Analytics AI

Loitering Detection

PesEyes is able to identify loitering individuals or groups in regions of interest. For example, during the off-duty period, an organisation can implement the loitering-detection function to safeguard the surrounding area and alert the officer if someone is loitering. This is an preventive measure, providing one with a peace of mind that the surroundings will be safe. 

Loitering Detection
Unattended Object Detection
Unattended Bag and Object Detection Pensees Video Analytics AI

Unattended Object Detection

Unattended objects are items left behind and without any humans present. Given a region of interest, PesEyes will constantly model the background to detect and confirm either item(s) left behind or the removal of an item. It is robust against human motion and extreme indoor/outdoor environment. 

Intrusion Detection
Intrusion Detection Pensees Video Analytics AI Artifical Intelligence

Intrusion Detection

PesEyes’ intrusion detector triggers an alert when someone enters a pre-defined region. Organizations can utilize this function to safeguard sensitive, dangerous or restricted areas, allowing for deterrence as well as fast responses to intrusions.

Video Analytics

Illegal Gathering or Crowd Detection

Pensees' Video Analytics technology can detect the number of people gathered in a pre-defined area. Once the number of people exceeds the designated limit, an alert will be sent. This can help your organization to maintain a safe and uninterrupted environment.

Illegal Gathering or Crowd Detection Pensees Video Analytics AI Artifical Intelligence
Gender and Age Detection
Gender and Age Detection Pensees Video Analytics AI Artifical Intelligence

PesEyes can differentiate between males and females even with mask, or without a full face exposed to the camera. It can be used in various applications, like monitoring males entering a female toilet. Once it happens, the system will send an alert to the security guard. Besides gender detection, our age detection can tell how old a person is based on age estimation technology.

Gender and Age Detection

Person Attributes

Person Attributes

Pensees Video Analytics technology is able to identify and describe an individual with 70 attributes, such as hair colour, skin colour and clothes. These attributes can be detected regardless of whether the person is standing still or in movement. These data can be used for people searching in a database with witness descriptions to identify particular individuals.

Person Attributes Pensees Video Analytics AI Artifical Intelligence
Other Solutions


Face Mask Detection

Under the COVID-19 pandemic, wearing a face mask is the new normal in public areas. To protect the health of individuals and communities, PesEyes can locate and alert authorities of people not wearing masks. It is invariant to the colour of the mask or mask types. 

License Plate Recognition

License plate recognition or LPR is a smart element in PesEyes to locate and recognise car license plate numbers. It has been widely used in smart carpark systems, including the opening the carpark gantries, tracking vehicles across various cameras at different angles, and seamlessly integrating the data into site reports for further analysis. Common applications include the detection of speeding, beating red lights and illegal parking.

Faulty Barrier / Missing Barrier Detection

Faulty or missing barriers are common causes of vehicle congestion at carpark gantries, causing trouble for both drivers and carpark owners alike. By utilising PesEyes, the system will immediately alert the person-in-charge once a fault in the barrier is detected, ensuring swift resolution of the issue and smoothness of operations.

Detection of Illegal Parking / Vehicle Dwelling / Vehicle Congestion

PesEyes' vehicle detection helps to spot illegal parking in an area of interest or vehicle congestion in front of a carpark gantry. Besides cars, it also supports the detection of a range of vehicles such as lorries, vans, buses, motorcycles and even bicycles.

Crowd Counting

PesEyes can either count the number of people in a region of interest, or monitor the number of people entering and exiting an area. This crowd counting function is not limited to humans, and can be applied to vehicles or animals as well. 

Climbing Detection

PesEyes’ can detect when someone is climbing a fence, wall or any other restricted structure in a region of interest. It helps prevent break-ins, trespassing and violation of safety rules.

Smoking Detection

PesEyes can detect anyone who is smoking as long as they are in full view. It is developed based on AI technology to learn from smoking training data and can be tuned for the actual environment.

Face Mask Icon (Blue)
No Smoking Icon (Blue)
License Plate Icon (Blue)
Crowd Icon (Blue)
Barrier Icon (Blue)
Parking Icon (Blue)
Climb Icon (Blue)
Pensees' Video Analytics Technology is robust to:
Different Skin Colours
Low Lighting Conditions
Mask and Without Mask
Extreme Weather Conditions
Human Motion
Far Distance from Camera
Different Facial Expressions
Different Camera Angles
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