Semantic Segmentation on LandCover.ai (test)
85.68mIoUHQF-Net
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| HQF-Net2026.04 | 85.68 | 96.87 | |
| DIResUNet2026.04 | 75.22 | 87.05 | |
| UNet SPP2026.04 | 69.2 | 71.27 | |
| UNet++2026.04 | 65.53 | 70.89 | |
| UNet2026.04 | 64.51 | 82.43 | |
| FQCNN2026.04 | 20 | 53.26 | |
| MQCNN2026.04 | 15.2 | 39.03 | |
| CNN2026.04 | 15 | 45.87 | |
| COQCNN2026.04 | 12.8 | 36.65 | |
| HQ-UNetSource=Ours2026.04 | 0.805 | 94.76 | |
| DIResUNetSource=Priyanka et al. [30]2026.04 | 0.7522 | 87.05 | |
| UNet SPPSource=Abdani et al. [29]2026.04 | 0.692 | 71.27 | |
| UNet++Source=Zhou et al. [28]2026.04 | 0.6553 | 70.89 | |
| UNetSource=Ronneberger et al. [3]2026.04 | 0.6451 | 82.43 | |
| FQCNNSource=Fan et al. [26]2026.04 | 0.2 | 53.26 | |
| MQCNNSource=Fan et al. [26]2026.04 | 0.152 | 39.03 | |
| CNNSource=Kumar et al. [27]2026.04 | 0.15 | 45.87 | |
| COQCNNSource=Kumar et al. [27]2026.04 | 0.128 | 36.65 |