Specific object detection applications include pedestrian detection, animal detection, vehicle detection, people counting, face detection, text detection, pose detection, or number-plate recognition. It forms the basis of many other downstream computer vision tasks, for example, instance segmentation, image captioning, object tracking, and more. Object detection is one of the fundamental problems of computer vision. See how companies use Viso Suite to build a custom people counting solution with deep learning for video analysis. However, deep learning models such as YOLO that are trained for person detection on a frontal view data set still provides significantly good results when applied for overhead view person counting ( TPR of 95%, FPR up to 0.2%). Most modern person detector techniques are trained on frontal and asymmetric views. The recent deep learning algorithms provide robust person detection results. Detecting people in video streams is an important task in modern video surveillance systems. Person detection is a variant of object detection used to detect a primary class “person” in images or video frames. Object Detection is a basic Computer Vision task to detect and localize objects in images and video. The goal of object detection is to develop computational models that provide the most fundamental information needed by computer vision applications: “ What objects are where?”. Object detection is an important computer vision task used to detect instances of visual objects of certain classes (for example, humans, animals, cars, or buildings) in digital images such as photos or video frames. The integrated solution helps organizations worldwide to build, deploy, scale, and secure their computer vision applications. New object recognition algorithms that have been introduced in 2022Ībout: At viso.ai, we provide the leading no-code computer vision platform Viso Suite.The most popular object detection algorithms today.We list examples, use cases, and object detection applications.Types of computer vision object detection methods.

What object detection is and how it has evolved over the past 20 years.Object detection is a key field in artificial intelligence, allowing computer systems to “see” their environments by detecting objects in visual images or videos. This article will provide an introduction to object detection and provide an overview of the state-of-the-art computer vision object detection algorithms.

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