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Computer vision models rely on the quality of data provided, with good labels being essential for high performance. This tutorial focuses on annotating images for object detection models to improve data quality. The process involves labeling images with bounding boxes for chess piece detection. Seven techniques are presented to ensure the highest quality data. This step-by-step guide by Joseph from Roboflow helps create more accurate models by improving the quality of data through proper annotation techniques.