The commonly adopted evaluation criteria for deep-learning based image watermarking was analyzed. Key metrics for imperceptibility, robustness and capacity of watermarks are explored. By examining these metrics, this study provides a comprehensive understanding of how well modern watermarking techniques perform under various conditions and constraints.