There is no denying that text annotation is a widely used type as 70 per cent of organizations surveyed in the ML report stated that they are highly dependent on text. Text annotation involves a process of utilizing metadata tags for highlighting sentences, phrases or keywords to impart machines on how to identify and comprehend …
If the situations are true and realistic that is when the training data becomes effective. It becomes more valuable and comes to good use in healthcare. As a result, annotated training data has gained immense popularity and especially when the annotation is done using superior quality training data sets. If the raw data and the …
Significance of Superior Quality Annotated Training Data in Medical Industry Read More »
ASR (Automatic speech recognition) has evolved and hence is extensively used for commercial purposes. Consequently, the chances of error rate are higher in most speech recognition areas. It is one of the main obstructions when it comes to the implementation of speech technology. This is especially in the case of applications with a larger volume …
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Speech recognition plays a crucial role as it provides voice-enabled assistance for patients. The technology enhances the level of patient engagement during the process of medical treatment outside the care center. For instance, patients can request a voice-enabled assistant for recording their symptoms and provide details of their illness or general health concerns. Speech recognition …
Environmental Sound Classification The audio annotators are required to classify several sounds that attributes to distinct environments. Some specific sounds are related to cities like car horns, construction, sirens and other such sounds this particular classification comes in the best use to create security systems that recognize break-ins sound and also for predictive upkeep. Acoustic …
Sound Labelling The data annotators here are provided with a recording and their job involves segregating the required sounds and labelling them. It may be specific keywords or the sound of a particular musical instrument. Event Tracking This type of audio annotation service checks the performance and efficiency of the sound even tracking systems in …
To check if the sound sources are overlapping in soundscapes in urban areas, multi-label audio annotation task is performed. The popular types of tasks are as follows: Binary Labelling This type of task helps in determining if a single recommended source of the sound class exists or not in a particular recording. The task has …
Different Types of Multi-Label Audio Annotation Tasks Read More »
In an audio file, the speech comprises distinct sentences and words that are available for the listeners. To make such phrases understandable in the audio files to machines is feasible through a special data labelling technology during audio annotation. The machine logarithms in NLU or NLP for speech recognition requires linguistic audio annotation to distinguish …
Speech or audio recorded regardless of the type of format is made comprehendible to machines with the help of Machine Learning. The speech recognition units that are NLP-based (natural language processing) need annotated audios for making such sounds audible and understandable to applications such as virtual-assistant devices and chatbots. The healthcare sector offers audio annotation …
A radiologist regardless of which country he belongs to can register to offer teleradiology solutions and the payment is instantly transferred into their digital wallet. Well, this platform speaks a lot about the future of teleradiology. Till the time the healthcare institutes and companies obtaining distant radiology services work together in harmony with the help …