MIMO: A Novel Multi-Index Multi-Organ Comprehensive Evaluation Method for Clinical Multi-Organ Segmentation Models

This study addresses the limitations of current evaluation techniques for multi-organ segmentation models in clinical settings. We critique the shortcomings of existing multi-accuracy indicators, confidence estimates, and Usable Region Estimate. To overcome these challenges, we introduce MIMO (Multi-Index Multi-Organ), a novel comprehensive evaluation method. MIMO integrates multi-accuracy metrics, multi-organ segmentation results, and confidence estimates to provide a more holistic and quantitative assessment of model performance. Experimental validation demonstrates the effectiveness of MIMO, highlighting its potential to significantly advance the clinical evaluation of multi-organ segmentation models.