Bounding boxesįor bounding box annotation, human annotators are given an image and are tasked with drawing a box around certain objects within the image. Wondering what image annotation types best suit your project? Below are five common types of image annotation and some of their applications. What are the most common image annotation types? ![]() While the above example is quite simple, branching further into more intricate areas of computer vision like autonomous vehicles requires more intricate image annotation. Through training, the model would then be able to distinguish animals from unannotated images. Those annotated images, sometimes referred to as ground truth data, would then be fed to a computer vision algorithm. The method of labeling, of course, relies on the image annotation types used for the project. A simple example of this is providing human annotators with images of animals and having them label each image with the correct animal name. This can range from one label for the entire image, or numerous labels for every group of pixels within the image. Image annotation is simply the process of attaching labels to an image. Since computer vision deals with developing machines to mimic or surpass the capabilities of human sight, training such models requires a plethora of annotated images. From autonomous vehicles and drones to medical diagnosis technology and facial recognition software, the applications of computer vision are vast and revolutionary. ![]() Put simply, computer vision is the area of AI research that seeks to make a computer see and visually interpret the world. ![]() What is computer vision?Ĭomputer vision is one of the biggest fields of machine learning and AI development. In regards to image data, one major field of machine learning that requires large amounts of annotated images is computer vision. For AI developers and researchers to achieve the ambitious goals of their projects, they need access to enormous amounts of high-quality data. Without data, there can be no data science. Looking for information on the different image annotation types? In the world of artificial intelligence (AI) and machine learning, data is king.
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