Research Article
MRFDCNet: Multireceptive Field Dense Connection Network for Real-Time Semantic Segmentation
Table 3
Comparison of individual category results on the Cityscapes test set.
| Method | Roa | Sid | Bui | Wal | Fen | Pol | TLi | TSi | Veg | Ter |
| ENet | 96.3 | 74.2 | 85 | 32.1 | 33.2 | 43.4 | 34.1 | 44 | 88.6 | 61.4 | CGNet | 95.9 | 73.9 | 89.9 | 43.9 | 46 | 52.9 | 55.9 | 63.8 | 91.7 | 68.3 | EDANet | 97.8 | 80.6 | 89.5 | 42 | 46 | 52.3 | 59.8 | 65 | 91.4 | 68.7 | ESPNet | 92.5 | 68.5 | 45.9 | 89.9 | 40 | 47.7 | 40.7 | 36.4 | 54.9 | 60.3 | ESPNetv2 | 97.3 | 78.6 | 88.8 | 43.5 | 42.1 | 49.3 | 52.6 | 60.0 | 90.5 | 66.8 | DABNet | 97.8 | 80.7 | 90.2 | 47.9 | 48.1 | 56.4 | 61.8 | 67 | 92 | 69.5 | FPENet | 96.4 | 71.7 | 84.6 | 27.1 | 28.8 | 43.2 | 39.2 | 34.4 | 89.3 | 61.3 | ERFNet | 97.7 | 81 | 89.8 | 42.5 | 48 | 56.2 | 59.8 | 65.3 | 91.4 | 68.2 | MRFDCNet | 98.2 | 83.7 | 91.5 | 50 | 53.9 | 59.6 | 66.6 | 70.7 | 92.4 | 70.4 |
| Method | Sky | Per | Rid | Car | Tru | Bus | Tra | Mot | Bic | mIoU |
| ENet | 90.6 | 65.5 | 38.4 | 90.6 | 36.9 | 50.5 | 48.1 | 38.8 | 55.4 | 58.3 | CGNet | 94.1 | 76.7 | 54.2 | 91.3 | 41.3 | 55.9 | 32.8 | 41.1 | 60.9 | 64.8 | EDANet | 93.6 | 75.7 | 54.3 | 92.4 | 40.9 | 58.7 | 56 | 50.4 | 64 | 67.3 | ESPNet | 92.5 | 68.5 | 45.9 | 89.9 | 40 | 47.7 | 40.7 | 36.4 | 54.9 | 60.3 | ESPNetv2 | 93.3 | 72.9 | 53.1 | 91.8 | 53.0 | 65.9 | 53.2 | 44.2 | 59.9 | 66.2 | DABNet | 94.3 | 80.3 | 59.2 | 93.7 | 46 | 57.1 | 35 | 50.4 | 66.8 | 68.1 | FPENet | 92.3 | 68.1 | 42.7 | 89.8 | 29.1 | 38.9 | 27.5 | 29.1 | 54.5 | 55.2 | ERFNet | 94.2 | 76.8 | 57.1 | 92.8 | 50.8 | 60.1 | 51.8 | 47.3 | 61.7 | 68.0 | MRFDCNet | 94.7 | 82 | 63.0 | 94.4 | 55.5 | 70.6 | 57.3 | 59 | 70.4 | 72.8 |
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