Beyond mAP - How to Evaluate and Improve Vision AI Models

Learn to evaluate and enhance computer vision models through comprehensive performance analysis in this 20-minute webinar. Review essential vision model metrics including mAP (mean Average Precision), precision, recall, IoU (Intersection over Union), and perplexity while exploring both emerging industry standards and established benchmarking approaches. Discover Roboflow's evaluation toolset and understand how to integrate these tools into your development workflow to identify performance bottlenecks and optimize model accuracy. Examine model improvement recommendations and dive deep into performance analysis by class, confusion matrices, and vector analysis to systematically enhance your vision AI systems for superior results.