From: A graph neural network framework for mapping histological topology in oral mucosal tissue
Splits | EfficientNet | EfficientDet | GraphSage | Entire ML pipeline | ||
---|---|---|---|---|---|---|
Stage 1 | Stage 1 | Stage 2 | Stages 1 + 2 | |||
Accuracy | mAP | Accuracy | Accuracy | |||
Val | Test | Test | Val | Test | Test | |
60:40 | 0.9811 | 0.7103 | 0.5181 | 0.9123 | 0.9041 | 0.8781 |
65:35 | 0.9801 | 0.6985 | 0.5250 | 0.9016 | 0.8970 | 0.8669 |
70:30 | 0.9808 | 0.7115 | 0.5095 | 0.9148 | 0.9071 | 0.8816 |