Table 2.
Comparison of Dice scores for all categories after incremental learning of experiment 7–4 (2 steps) using the DeepLabV3+ framework
| Step 0 | Step 1 | Mean | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AWL | COL | LIV | PAN | SIN | SPL | STO | URE | VGL | IMA | INV | ||
| DeepLabV3+ Framework | ||||||||||||
| Fine tuning | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 9.01 | 23.54 | 29.14 | 20.51 | 7.47 |
| MiB [9] | 68.60 | 40.68 | 52.86 | 33.69 | 43.61 | 35.67 | 48.62 | 10.18 | 25.76 | 26.79 | 45.76 | 39.29 |
| PLOP [13] | 68.46 | 37.28 | 45.73 | 21.95 | 43.61 | 26.51 | 38.75 | 8.98 | 23.05 | 24.05 | 41.58 | 34.54 |
| SSUL [15] | 79.98 | 58.26 | 71.49 | 40.84 | 74.76 | 52.47 | 4.99 | 24.62 | 40.95 | 44.43 | 46.43 | 49.02 |
| InSeg [14] | 78.42 | 63.07 | 47.10 | 44.63 | 72.66 | 55.89 | 12.01 | 20.36 | 39.64 | 44.07 | 46.98 | 47.71 |
| NeST [16] | 75.68 | 50.75 | 73.85 | 45.61 | 60.85 | 47.93 | 56.38 | 21.70 | 33.77 | 25.63 | 33.27 | 47.77 |
| IDEC [17] | 83.14 | 67.14 | 76.50 | 29.27 | 77.59 | 58.88 | 61.49 | 21.61 | 46.65 | 51.01 | 43.10 | 56.03 |
| Ours | 86.87 | 74.54 | 74.93 | 31.82 | 80.49 | 71.33 | 61.59 | 30.85 | 48.80 | 53.05 | 56.66 | 60.99 |
| Offline | 78.40 | 73.00 | 70.60 | 46.30 | 77.00 | 71.50 | 67.90 | 18.80 | 39.10 | 55.60 | 60.90 | 59.92 |
| ViT Encoder + Mask Decoder (MedSAM) Framework | ||||||||||||
| MBS [18] | 76.44 | 74.24 | 82.24 | 37.01 | 79.12 | 48.76 | 33.20 | 32.21 | 17.10 | 53.36 | 56.07 | 53.61 |
| Ours | 82.34 | 72.32 | 78.27 | 43.29 | 80.15 | 70.37 | 23.64 | 23.15 | 42.51 | 46.61 | 50.70 | 55.76 |
| Offline | 72.62 | 73.97 | 80.08 | 48.53 | 76.54 | 45.82 | 55.66 | 21.16 | 42.32 | 46.77 | 49.55 | 55.73 |
Highest results and second highest results are highlighted in bold and underlined, respectively