Object recognition algorithm
Object recognition is a computer vision technique that allows enterprise surveillance systems to detect and identify objects in digital images or video footage by applying AI analytics platforms such as deep learning, machine learning, etc. The main task of object recognition technology is to determine the location, size of one or more objects and then assign a class label to explain what the object is. This algorithm consists of two main techniques: object classification and object localization.
- Object classification: Is the process of labeling and classifying images into specific objects based on predefined rules to interpret the content of the image. For example, an image of a dog would be classified as “dog”, while an image of a backpack would be classified as “backpack”, etc. Object classification is based on the use of Deep learning models to analyze and classify images based on the visual characteristics of the object.
- Object localization: Helps determine the exact location and size of an object in an image or a scene. The object will be identified within a bounding box and labeled with a class to make it easier for the system to detect.
- Security and surveillance: Object recognition is used to detect dangerous objects such as weapons, drugs, explosives, etc. and immediately alert the authorities. In addition, the solution helps to search for objects, track and determine travel routes to serve search and investigation work.
- Medical: Object recognition is a powerful support solution in monitoring operating rooms, detecting medical instruments and medical products during surgery. Thereby, ensuring safety and accuracy during treatment.
- Traffic: Identifying and classifying means of transport on the road such as: cars, motorbikes, bicycles, buses, etc. helps the traffic system automatically make decisions and regulate traffic more effectively.
- Retail: This technology is applied by many stores and supermarkets to collect customer information such as gender, age, etc., helping businesses build specific marketing or business campaigns and reach customers more easily.
- Recognize people by their characteristics: gender, clothing color, glasses, hats, etc.
- Recognize means of transport such as cars, motorbikes, bicycles by their characteristics: color, vehicle type, vehicle brand, model.
- Recognize animals: birds, dogs, cats, horses, etc.
- Recognize objects: backpacks, handbags, phones, laptops, etc.
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