automated data labelling

The ‘Download More Labels!’ Illusion in AI Research

A typical view in current machine learning research is that machine learning itself may be used to enhance the standard of AI dataset annotations – particularly image captions intended to be used in vision-language...

Rethinking Video AI Training with User-Focused Data

The form of content that users might wish to create using a generative model resembling Flux or Hunyuan Video is probably not all the time be easily available, even when the content request is...

Beyond Manual Labeling: How ProVision Enhances Multimodal AI with Automated Data Synthesis

Artificial Intelligence (AI) has transformed industries, making processes more intelligent, faster, and efficient. The info quality used to coach AI is critical to its success. For this data to be useful, it should be...

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