Launch: Computer Vision Model Monitoring with Roboflow
Blog post from Roboflow
Roboflow Model Monitoring is a newly introduced feature that offers comprehensive insights into the performance of computer vision models deployed in production environments, allowing users to track metrics such as inference count, confidence levels, and inference time. This tool, accessible through the Roboflow platform, enables users to monitor models' precision and detect issues like model drift in real-time, providing alerts for anomalies and allowing for the attachment of custom metadata to individual inferences for more granular analysis. With the ability to view actual inference images and integrate active learning, Roboflow's Model Monitoring facilitates proactive management and optimization of models, ensuring they perform effectively even as conditions change. This feature is particularly useful for enterprise customers needing to evaluate multiple models across various locations, offering a centralized dashboard to assess performance metrics and make data-driven improvements.