Semantic Segmentation on MFNet (Detailed Class Metrics)
90.1Car IoUCMX
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| CMXBackbone=MiT-B42024.07 | 90.1 | 75.2 | 64.5 | 50.2 | 35.3 | 8.5 | 54.2 | 60.6 | 59.7 | |
| CRM-RGBTSegBackbone=Swin-B2024.07 | 90 | 75.1 | 67 | 45.2 | 49.7 | 18.4 | 54.2 | 54.4 | 61.4 | |
| SpiderMeshBackbone=MiT-B4, FLOPs=398.82024.07 | 89.9 | 75.3 | 64.8 | 51.5 | 31.4 | 4.5 | 54.5 | 55.9 | 58.4 | |
| CMXBackbone=MiT-B22024.07 | 89.4 | 74.8 | 64.7 | 47.3 | 30.1 | 8.1 | 52.4 | 59.4 | 58.2 | |
| NLFNetBackbone=ResNet-182024.07 | 88.5 | 69 | 63.9 | 47.8 | 25.6 | 6.1 | 45 | 44.7 | 54.3 | |
| CAINetBackbone=MobileNet-V2, Params=12.16, FLOPs=123.622024.07 | 88.5 | 66.3 | 68.7 | 55.4 | 31.5 | 9 | 48.9 | 60.7 | 58.6 | |
| IGFNetBackbone=MiT-B2, Params=67.44, FLOPs=69.182024.07 | 88 | 74 | 62.7 | 48.2 | 36 | 14.2 | 52.4 | 57.5 | 59 | |
| FuseSegBackbone=DenseNet161, Params=141.52, FLOPs=193.402024.07 | 87.9 | 71.7 | 64.6 | 44.8 | 22.7 | 6.4 | 46.9 | 47.9 | 54.5 | |
| FEANetBackbone=ResNet1522024.07 | 87.8 | 71.1 | 61.1 | 46.5 | 22.1 | 6.6 | 55.3 | 48.9 | 55.3 | |
| FreqKDBackbone=FreqKD Stage-12026.06 | 87.7 | 67.02 | 61.03 | 41.76 | 26.16 | 6.72 | 45.16 | 54.81 | 48.8 | |
| EAEFNetBackbone=ResNet152, Params=200.4, FLOPs=147.32024.07 | 87.6 | 72.6 | 68.3 | 48.6 | 35 | 14.2 | 52.4 | 58.3 | 58.9 | |
| RTFNetBackbone=ResNet152, Params=254.51, FLOPs=337.042024.07 | 87.4 | 70.3 | 62.7 | 45.3 | 29.8 | 0 | 29.1 | 55.7 | 53.2 | |
| CSFNet-2Backbone=STDC2, Params=19.36, FLOPs=47.822024.07 | 87.36 | 73.59 | 63.74 | 49.28 | 43.49 | 26.05 | 47.32 | 50.79 | 59.98 | |
| CSFNet-1Backbone=STDC1, Params=11.30, FLOPs=27.172024.07 | 86.91 | 71.35 | 62.21 | 44.16 | 33.1 | 7.96 | 46.11 | 54.54 | 56.05 | |
| DINOv2Backbone=DINOv2 baseline2026.06 | 86.89 | 65.53 | 59.67 | 39.76 | 24.82 | 7.21 | 42.36 | 49.36 | 46.95 | |
| RTFNetBackbone=ResNet50, Params=185.24, FLOPs=245.712024.07 | 86.3 | 67.8 | 58.2 | 43.7 | 24.3 | 3.6 | 26 | 57.2 | 51.7 | |
| ABMDRNetBackbone=ResNet50, Params=64.60, FLOPs=194.332024.07 | 84.8 | 69.6 | 60.3 | 45.1 | 33.1 | 5.1 | 47.4 | 50 | 54.8 | |
| MFNetParams=0.732024.07 | 65.9 | 58.9 | 42.9 | 29.9 | 9.9 | 8.5 | 25.2 | 27.7 | 39.7 |