TABLE I. Performance (Mean Standard Deviation) of the Ablation Study of the Proposed TA-SegNet on MosMedData.
Version | EfficientNet backbone | Encoder TAU unit | Decoder TAU unit | Encoder in fusion | Decoder in fusion | Dice (%) |
---|---|---|---|---|---|---|
V1 | ✗ | ✗ | ✗ | ✗ | ✗ | 50.5 0.26 |
V2 | ✗ | ✗ | ✗ | ✗ | ✓ | 52.4 0.17 |
V3 | ✗ | ✓ | ✗ | ✗ | ✗ | 54.9 0.14 |
V4 | ✗ | ✓ | ✗ | ✗ | ✗ | 54.6 0.14 |
V5 | ✗ | ✗ | ✓ | ✗ | ✗ | 53.4 0.19 |
V6 | ✗ | ✓ | ✓ | ✗ | ✗ | 57.1 0.33 |
V7 | ✗ | ✓ | ✓ | ✓ | ✓ | 60.2 0.26 |
V8 | ✓ | ✓ | ✓ | ✓ | ✓ | 62.3 0.18 |