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. 2025 Feb 13;11:e2700. doi: 10.7717/peerj-cs.2700

Table 4. Conventional and proposed U-Net best performing training and validation results with various evaluation metrics.

Model Loss Dice IoU Recall Precision Accuracy
U-Net training −0.9842 0.9842 0.9699 0.9808 0.9869 0.9918
U-Net validation −0.9398 0.9398 0.8977 0.9422 0.9576 0.9749
Proposed
U-Net training
−0.9708 0.9708 0.9449 0.9658 0.9760 0.9853
Proposed
U-Net validation
−0.9605 0.9607 0.9265 0.9525 0.9694 0.9800