Today, the world order is governed by technology. It’s high-end technology, to be precise! Something related to Artificial Intelligence (AI), Virtual Reality (VR), Bounding Boxes, Computer Vision & Machine Learning models. And, data labelling & annotation services are key areas, which involves processing a humongous amount of raw or unstructured data for training computer vision models. It can be for private enterprises, semi-government, core government entities like the law enforcement agencies & city traffic department, remote sensing, agriculture research, etc. The data that is labelled or processed can be in the form of raw images, texts, videos and audio files. So, you need to shortlist the best data annotation outsourcing services here in the UK for effectively training your computer vision models, for saving time and money. It can be performed through a variety of techniques, such as 2D/3D bounding boxes, Polygon Annotation, Image Segmentation, image labelling & categorization, Semantic Segmentation, LIDAR, Named Entity Recognition (NER), Sentiment Analysis, and more.
Industries Benefiting Immensely from Data Annotation Services
It is not just the government enterprises, but domains like staffing & recruiting, core IT services, robotics & industrial automation, healthcare, GIS mapping services, social media, self-driving vehicles and retail & eCommerce companies are benefiting a lot. With such high-end data annotation services, it has now become possible to seamlessly train machine learning models. In this way, it helps in reducing time, effort, manpower and money. Let’s understand the techniques involved in data annotation in brief:
Image Segmentation/Processing – There’s a difference between human annotated data and data that is annotated by machines. The latter is not so accurate. So, to increase the efficiency, advanced techniques like 2D & 3D Bounding Boxes, Polygon Annotation, semantic segmentation and landmark annotations are done. This is everything related to images & visual data.
Text Annotation – Here a data processing team tries to extract the real meaning of the text, in order to train a computer model. They perform text classification & keyword tagging, named entity recognition (NER), semantic analysis and text categorization.
Video Annotation – With the use of advanced annotation tools, a machine learning model is trained. There are experts who can annotate videos by converting them into individual frame sets. With an expert like “Aya Data” in the UK, your project gets the most advanced object tracking mechanism to label videos in a prompt manner. The overall accuracy of video annotation and object tracking totally depends on the expertise of annotators.
Speech Annotation – A lot of businesses in West Africa require speech recognition technology, which is a part of voice recognition services. There’s a dedicated team to interpret audio, write documents, manage the functions of various devices and segregate or classify information, using voice input method. This is the latest trend among a majority of IT enabled services companies.
Today, a majority of companies in the private and government sector are now opting for data annotation & labelling services to train their computer vision models for detecting objects, understanding semantics and customer sentiments. This is done through analysis, classification, decoding and segregation of raw data. Almost all Artificial Intelligence (AI) based companies are now looking for high-quality training data. In case of images & videos, it must be of pixel-perfect quality. It is basically training a computer vision model to identify a certain segment or set of objects , and classify them into different categories. Well, the services of human annotators are also required at some point of time, if the task becomes too complex or critical. This is how the task of data annotation & data labelling is performed by some of the leading technology experts, here in the UK.
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