Test accuracy for noisy images under the Leave-None-Out setting.
| Setting | ap2or | citysc. | map2sat | ap2or* | citysc.* | map2sat* | |
|---|---|---|---|---|---|---|---|
| σ = 0.01 | 2 × 2 × 3 only | 64.42 | 92.52 | 52.24 | 73.58 | 81.18 | 88.63 |
| 3 × 3 × 3 only | 65.27 | 75.29 | 52.11 | 78.90 | 84.67 | 81.55 | |
| 4 × 4 × 3 only | 59.51 | 53.31 | 72.39 | 69.37 | 96.39 | 90.77 | |
| ensemble (2&3) | 64.70 | 93.28 | 51.93 | 75.56 | 81.18 | 83.71 | |
| ensemble (3&4) | 64.50 | 92.84 | 53.81 | 76.39 | 84.67 | 79.33 | |
| ensemble (all) | 62.39 | 93.28 | 53.63 | 72.07 | 81.18 | 83.71 | |
| σ = 0.02 | 2 × 2 × 3 only | 68.20 | 51.65 | 63.96 | 72.76 | 85.15 | 72.47 |
| 3 × 3 × 3 only | 66.08 | 64.84 | 65.92 | 77.30 | 78.47 | 81.83 | |
| 4 × 4 × 3 only | 69.76 | 51.83 | 76.94 | 73.84 | 94.75 | 86.42 | |
| ensemble (2&3) | 67.85 | 53.31 | 65.10 | 76.59 | 73.63 | 76.01 | |
| ensemble (3&4) | 65.47 | 64.17 | 67.35 | 77.21 | 78.47 | 88.42 | |
| ensemble (all) | 64.23 | 53.34 | 63.61 | 79.91 | 73.63 | 83.14 |
| Setting | ap2or | citysc. | map2sat | ap2or* | citysc.* | map2sat* | |
|---|---|---|---|---|---|---|---|
| 2 × 2 × 3 only | 64.42 | 92.52 | 52.24 | 73.58 | 81.18 | 88.63 | |
| 3 × 3 × 3 only | 65.27 | 75.29 | 52.11 | 78.90 | 84.67 | 81.55 | |
| 4 × 4 × 3 only | 59.51 | 53.31 | 72.39 | 69.37 | 96.39 | 90.77 | |
| ensemble (2&3) | 64.70 | 93.28 | 51.93 | 75.56 | 81.18 | 83.71 | |
| ensemble (3&4) | 64.50 | 92.84 | 53.81 | 76.39 | 84.67 | 79.33 | |
| ensemble (all) | 62.39 | 93.28 | 53.63 | 72.07 | 81.18 | 83.71 | |
| 2 × 2 × 3 only | 68.20 | 51.65 | 63.96 | 72.76 | 85.15 | 72.47 | |
| 3 × 3 × 3 only | 66.08 | 64.84 | 65.92 | 77.30 | 78.47 | 81.83 | |
| 4 × 4 × 3 only | 69.76 | 51.83 | 76.94 | 73.84 | 94.75 | 86.42 | |
| ensemble (2&3) | 67.85 | 53.31 | 65.10 | 76.59 | 73.63 | 76.01 | |
| ensemble (3&4) | 65.47 | 64.17 | 67.35 | 77.21 | 78.47 | 88.42 | |
| ensemble (all) | 64.23 | 53.34 | 63.61 | 79.91 | 73.63 | 83.14 |
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