Stop retraining YOLO: a developer’s guide to zero-shot object detection with generative VLMs

This guide addresses the repetitive retraining of object detection models like YOLO in industrial settings by proposing Generative Vision-Language Models (VLMs) for zero-shot detection. It highlights how VLMs transform detection into semantic prompting, bypassing continuous data collection and retraining, but notes new architectural challenges for industrial engineering teams.