Many real-world applications require automated data annotation, such as identifying tissue origins based on gene expressions and classifying images into semantic categories. Annotation classes are ...

Abstract: Nowadays, with the rapid growth of imaging and social network, huge volumes of image data are produced and shared on social media. Social image annotation has been an important and ...

When AI models fail to meet expectations, the first instinct may be to blame the algorithm. But the real culprit is often the data—specifically, how it’s labeled. Better data annotation—more accurate, ...

Community driven content discussing all aspects of software development from DevOps to design patterns. Consider a simple example of testing a number-guessing game. If the application generates a ...

Are you facing problems with video annotation on Mac? Well, video annotation is a great way to add notes, highlights, and more to make your videos instructive. Be it making your videos more ...

Abstract: Active learning (AL) has achieved great success by selecting the most valuable examples from unlabeled data. However, they usually deteriorate in real scenarios where open-set noise gets ...

Before Spring introduced custom annotations, developers had to manage configurations like email validation using XML configuration files. The XML configuration would define beans, validators, and ...

An annotated bibliography is a collection of citations (a bibliography), like a References or Works Cited page, with written annotations for each entry that summarizes and then critically evaluates ...

Building on the growing body of research highlighting the capabilities of Large Language Models (LLMs) like Generative Pre-trained Transformers (GPT), this paper presents a structured pipeline for the ...

An essential element of preparing for any theatrical or on-screen performance is to annotate a script effectively. Annotation allows actors, directors, and other creative team members to better ...