Table 3 Quantitative comparison results on the Potsdam and Vaihingen test.
From: Multi-scale boundary-aware network for remote sensing image semantic segmentation
data | Model | ImSurf (F1/IOU) | Building (F1/IOU) | LowVeg (F1/IOU) | Tree (F1/IOU) | Car (F1/IOU) | MeanF1 | mIOU | OA | BIoU |
|---|---|---|---|---|---|---|---|---|---|---|
Potsdam | U-Net | 89.53/81.04 | 90.64/82.88 | 82.31/69.93 | 81.38/68.60 | 93.50/87.80 | 87.47 ± 0.26 | 78.52 ± 0.31 | 85.44 ± 0.38 | 50.50 ± 0.29 |
DeepLabv3+ | 91.42/84.20 | 94.36/89.32 | 84.47/73.12 | 83.68/71.92 | 89.41/80.85 | 88.66 ± 0.42 | 79.88 ± 0.26 | 88.20 ± 0.52 | 51.10 ± 0.17 | |
FCN8s | 91.40/84.16 | 93.51/87.82 | 83.41/71.54 | 82.65/70.43 | 93.01/86.94 | 88.79 ± 0.18 | 80.18 ± 0.42 | 87.41 ± 0.52 | 49.80 ± 0.17 | |
UnetFormer | 93.80/88.36 | 96.25/92.78 | 87.21/77.32 | 88.22/78.93 | 96.22/92.73 | 92.05 ± 0.24 | 86.02 ± 0.18 | 90.17 ± 0.25 | 53.25 ± 022. | |
FTransUNet | 94.17/87.98 | 96.66/93.80 | 87.52/77.58 | 88.81/79.69 | 95.18/91.90 | 92.46 ± 0.23 | 86.20 ± 0.17 | 91.34 ± 0.26 | 52.55 ± 0.20 | |
CMTFNet | 93.85/88.63 | 96.57/93.63 | 87.62/78.09 | 89.03/80.38 | 95.70/92.01 | 92.55 ± 0.19 | 86.55 ± 0.14 | 91.38 ± 0.21 | 52.40 ± 0.17 | |
UrbanSSF | 94.16/88.97 | 96.80/93.81 | 87.56/77.88 | 89.36/80.79 | 96.35/92.94 | 92.85 ± 0.11 | 86.84 ± 0.19 | 91.69 ± 0.41 | 54.10 ± 0.29 | |
Ours | 94.26/89.15 | 96.84/93.88 | 88.14/78.80 | 89.48/80.97 | 96.35/92.95 | 93.01 ± 0.10 | 87.15 ± 0.09 | 91.83 ± 0.14 | 52.90 ± 0.10 | |
Vaihingen | U-Net | 94.76/90.04 | 90.27/82.27 | 80.46/67.32 | 88.07/78.68 | 76.08/66.35 | 85.93 ± 0.13 | 77.03 ± 0.28 | 91.03 ± 0.37 | 48.80 ± 0.26 |
FCN8s | 94.08/83.63 | 91.04/88.75 | 82.51/70.22 | 88.59/79.52 | 82.74/70.56 | 87.79 ± 0.27 | 78.54 ± 0.22 | 89.06 ± 0.11 | 47.75 ± 0.25 | |
DeepLabv3+ | 95.27/85.64 | 92.40/91.21 | 83.56/71.77 | 89.22/80.55 | 85.36/74.46 | 89.16 ± 0.29 | 80.73 ± 0.20 | 90.27 ± 0.33 | 48.53 ± 0.21 | |
UnetFormer | 96.58/92.21 | 95.41/91.02 | 83.89/71.50 | 90.15/80.86 | 86.36/74.77 | 90.48 ± 0.18 | 82.47 ± 0.16 | 92.26 ± 0.24 | 49.80 ± 0.45 | |
CMTFNet | 96.60/93.20 | 95.20/91.80 | 84.27/73.33 | 89.85/81.57 | 88.44/80.89 | 90.56 ± 0.20 | 82.84 ± 0.17 | 91.97 ± 0.23 | 49.10 ± 0.16 | |
FTransUNet | 96.63/93.77 | 95.85/91.83 | 84.89/73.56 | 89.83/82.03 | 88.85/80.34 | 91.21 ± 0.94 | 84.23 ± 0.22 | 92.40 ± 0.27 | 50.13 ± 0.19 | |
UrbanSSF | 96.85/93.91 | 95.66/91.89 | 84.72/73.39 | 90.19/82.28 | 89.34/80.75 | 91.37 ± 0.24 | 84.44 ± 0.20 | 92.89 ± 0.16 | 50.60 ± 0.18 | |
Ours | 97.00/94.18 | 95.85/92.04 | 85.03/73.96 | 90.29/82.30 | 89.31/80.69 | 91.50 ± 0.10 | 84.63 ± 0.09 | 92.52 ± 0.11 | 56.54 ± 0.10 |
