cu | da | fa | id | lv | sl | sv | tr | ur | vi | |||||||||||
Model | UAS | LAS | UAS | LAS | UAS | LAS | UAS | LAS | UAS | LAS | UAS | LAS | UAS | LAS | UAS | LAS | UAS | LAS | UAS | LAS |
Base | 75.87 | 67.25 | 78.13 | 74.16 | 82.54 | 78.59 | 72.57 | 57.25 | 72.81 | 65.66 | 76.00 | 69.28 | 78.58 | 72.78 | 56.07 | 39.37 | 84.49 | 78.10 | 67.18 | 62.51 |
Base+RG | 77.98 | 69.01 | 80.21 | 76.11 | 84.74 | 80.83 | 73.18 | 57.56 | 74.51 | 67.60 | 78.18 | 71.27 | 79.90 | 73.70 | 58.42 | 40.32 | 86.18 | 79.65 | 68.75 | 64.64 |
DCST-LM | 77.67 | 68.90 | 80.23 | 76.06 | 83.92 | 79.89 | 72.61 | 57.36 | 73.89 | 66.59 | 76.90 | 70.12 | 78.73 | 72.51 | 57.33 | 39.27 | 85.78 | 79.27 | 69.11 | 65.09 |
Self-Training | 75.19 | 68.07 | 79.76 | 75.92 | 85.04 | 81.05 | 74.07 | 58.73 | 74.79 | 68.22 | 77.71 | 71.33 | 79.72 | 74.12 | 57.34 | 40.06 | 85.63 | 79.51 | 68.24 | 63.96 |
CVT | 61.57 | 45.60 | 72.77 | 66.93 | 81.08 | 74.32 | 72.51 | 54.94 | 68.90 | 57.36 | 67.89 | 59.79 | 77.08 | 69.60 | 53.17 | 32.95 | 81.49 | 72.72 | 60.84 | 50.98 |
DCST-NC | 78.85 | 69.75 | 81.23 | 76.70 | 85.94 | 81.85 | 74.18 | 58.63 | 76.19 | 68.73 | 79.26 | 72.72 | 81.05 | 75.09 | 58.17 | 39.95 | 86.17 | 79.91 | 69.93 | 65.91 |
DCST-DR | 79.31 | 70.20 | 81.30 | 76.81 | 86.20 | 82.14 | 74.56 | 58.92 | 76.99 | 69.24 | 80.34 | 73.35 | 81.40 | 75.41 | 58.30 | 40.25 | 86.19 | 79.68 | 69.46 | 65.65 |
DCST-RPE | 80.57 | 71.83 | 81.48 | 77.45 | 86.82 | 82.69 | 74.56 | 59.19 | 77.45 | 70.38 | 80.45 | 74.13 | 81.95 | 75.98 | 59.49 | 41.45 | 86.86 | 80.92 | 70.23 | 66.26 |
DCST-ENS | 80.55 | 71.79 | 82.07 | 78.04 | 87.02 | 83.13 | 74.47 | 59.13 | 77.63 | 70.36 | 80.68 | 74.32 | 82.40 | 76.61 | 59.60 | 41.72 | 86.96 | 80.85 | 70.37 | 66.88 |
Base-FS | 86.13 | 81.46 | 85.55 | 82.93 | 91.06 | 88.12 | 77.42 | 62.31 | 85.02 | 81.59 | 86.04 | 82.22 | 85.18 | 81.36 | 62.21 | 46.23 | 89.84 | 85.12 | 73.26 | 69.69 |
cu | da | fa | id | lv | sl | sv | tr | ur | vi | |||||||||||
Model | UAS | LAS | UAS | LAS | UAS | LAS | UAS | LAS | UAS | LAS | UAS | LAS | UAS | LAS | UAS | LAS | UAS | LAS | UAS | LAS |
Base | 75.87 | 67.25 | 78.13 | 74.16 | 82.54 | 78.59 | 72.57 | 57.25 | 72.81 | 65.66 | 76.00 | 69.28 | 78.58 | 72.78 | 56.07 | 39.37 | 84.49 | 78.10 | 67.18 | 62.51 |
Base+RG | 77.98 | 69.01 | 80.21 | 76.11 | 84.74 | 80.83 | 73.18 | 57.56 | 74.51 | 67.60 | 78.18 | 71.27 | 79.90 | 73.70 | 58.42 | 40.32 | 86.18 | 79.65 | 68.75 | 64.64 |
DCST-LM | 77.67 | 68.90 | 80.23 | 76.06 | 83.92 | 79.89 | 72.61 | 57.36 | 73.89 | 66.59 | 76.90 | 70.12 | 78.73 | 72.51 | 57.33 | 39.27 | 85.78 | 79.27 | 69.11 | 65.09 |
Self-Training | 75.19 | 68.07 | 79.76 | 75.92 | 85.04 | 81.05 | 74.07 | 58.73 | 74.79 | 68.22 | 77.71 | 71.33 | 79.72 | 74.12 | 57.34 | 40.06 | 85.63 | 79.51 | 68.24 | 63.96 |
CVT | 61.57 | 45.60 | 72.77 | 66.93 | 81.08 | 74.32 | 72.51 | 54.94 | 68.90 | 57.36 | 67.89 | 59.79 | 77.08 | 69.60 | 53.17 | 32.95 | 81.49 | 72.72 | 60.84 | 50.98 |
DCST-NC | 78.85 | 69.75 | 81.23 | 76.70 | 85.94 | 81.85 | 74.18 | 58.63 | 76.19 | 68.73 | 79.26 | 72.72 | 81.05 | 75.09 | 58.17 | 39.95 | 86.17 | 79.91 | 69.93 | 65.91 |
DCST-DR | 79.31 | 70.20 | 81.30 | 76.81 | 86.20 | 82.14 | 74.56 | 58.92 | 76.99 | 69.24 | 80.34 | 73.35 | 81.40 | 75.41 | 58.30 | 40.25 | 86.19 | 79.68 | 69.46 | 65.65 |
DCST-RPE | 80.57 | 71.83 | 81.48 | 77.45 | 86.82 | 82.69 | 74.56 | 59.19 | 77.45 | 70.38 | 80.45 | 74.13 | 81.95 | 75.98 | 59.49 | 41.45 | 86.86 | 80.92 | 70.23 | 66.26 |
DCST-ENS | 80.55 | 71.79 | 82.07 | 78.04 | 87.02 | 83.13 | 74.47 | 59.13 | 77.63 | 70.36 | 80.68 | 74.32 | 82.40 | 76.61 | 59.60 | 41.72 | 86.96 | 80.85 | 70.37 | 66.88 |
Base-FS | 86.13 | 81.46 | 85.55 | 82.93 | 91.06 | 88.12 | 77.42 | 62.31 | 85.02 | 81.59 | 86.04 | 82.22 | 85.18 | 81.36 | 62.21 | 46.23 | 89.84 | 85.12 | 73.26 | 69.69 |