Semantic Segmentation on ELU dataset
78.82Overall AccuracyHAF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HAFHierarchy=Macro, Params (M)=4.8, FLOP (T)=2.222025.10 | 78.82 | 96.36 | — | 70.64 | |
| HCLHierarchy=Macro, Params (M)=5.8, FLOP (T)=2.412025.10 | 78.36 | 97.3 | — | 69.47 | |
| SAHCHierarchy=Macro, Params (M)=4.8, FLOP (T)=2.222025.10 | 78.35 | 97.23 | — | 69.12 | |
| HiCervixHierarchy=Macro, Params (M)=4.7, FLOP (T)=2.222025.10 | 77.39 | 97.5 | — | 68.95 | |
| HRNHierarchy=Macro, Params (M)=16.2, FLOP (T)=2.382025.10 | 76.34 | 96.77 | — | 66.96 | |
| ALGSHierarchy=Macro, Params (M)=4.8, FLOP (T)=2.222025.10 | 75.49 | 97.1 | — | 67.12 | |
| MGMHierarchy=Macro, Params (M)=16.2, FLOP (T)=2.322025.10 | 75.44 | 96.99 | — | 66.48 | |
| SAHCHierarchy=Coarse-grained, Params (M)=4.8, FLOP (T)=2.222025.10 | 59.9 | 84.31 | 91.98 | 55.34 | |
| HCLHierarchy=Coarse-grained, Params (M)=5.8, FLOP (T)=2.412025.10 | 59.58 | 82.76 | 90.69 | 54.8 | |
| HiCervixHierarchy=Coarse-grained, Params (M)=4.7, FLOP (T)=2.222025.10 | 58.27 | 82.29 | 90.93 | 53.23 | |
| HAFHierarchy=Coarse-grained, Params (M)=4.8, FLOP (T)=2.222025.10 | 57.89 | 81.15 | 88.88 | 46.42 | |
| HRNHierarchy=Coarse-grained, Params (M)=16.2, FLOP (T)=2.382025.10 | 57.13 | 82.44 | 90.67 | 52.64 | |
| ALGSHierarchy=Coarse-grained, Params (M)=4.8, FLOP (T)=2.222025.10 | 56.43 | 80.9 | 90.07 | 51.44 | |
| MGMHierarchy=Coarse-grained, Params (M)=16.2, FLOP (T)=2.322025.10 | 56.3 | 81.66 | 90.18 | 51.98 | |
| SAHCHierarchy=Intermediate, Params (M)=4.8, FLOP (T)=2.222025.10 | 49.68 | 73.48 | 82.8 | 42.59 | |
| HCLHierarchy=Intermediate, Params (M)=5.8, FLOP (T)=2.412025.10 | 48.81 | 71.59 | 80.6 | 41.03 | |
| HiCervixHierarchy=Intermediate, Params (M)=4.7, FLOP (T)=2.222025.10 | 47.91 | 71.31 | 80.66 | 39.86 | |
| HRNHierarchy=Intermediate, Params (M)=16.2, FLOP (T)=2.382025.10 | 46.6 | 71.01 | 80.68 | 39.25 | |
| ALGSHierarchy=Intermediate, Params (M)=4.8, FLOP (T)=2.222025.10 | 46.21 | 69.27 | 78.72 | 38.6 | |
| MGMHierarchy=Intermediate, Params (M)=16.2, FLOP (T)=2.322025.10 | 45.99 | 70.13 | 79.92 | 39.19 | |
| HAFHierarchy=Intermediate, Params (M)=4.8, FLOP (T)=2.222025.10 | 41.58 | 63.61 | 74.55 | 27.92 | |
| SAHCHierarchy=Fine-grained, Params (M)=4.8, FLOP (T)=2.222025.10 | 38.08 | 58.96 | 67.84 | 34.25 | |
| HCLHierarchy=Fine-grained, Params (M)=5.8, FLOP (T)=2.412025.10 | 37.26 | 56.94 | 65.54 | 33.27 | |
| HiCervixHierarchy=Fine-grained, Params (M)=4.7, FLOP (T)=2.222025.10 | 36.92 | 56.98 | 65.48 | 32.59 | |
| HAFHierarchy=Fine-grained, Params (M)=4.8, FLOP (T)=2.222025.10 | 36.63 | 55.86 | 64.21 | 32.12 | |
| HRNHierarchy=Fine-grained, Params (M)=16.2, FLOP (T)=2.382025.10 | 36.41 | 57.57 | 66.61 | 32.38 | |
| BaselineHierarchy=Fine-grained, Params (M)=4.7, FLOP (T)=2.222025.10 | 36.39 | 56.48 | 64.57 | 32.02 | |
| ALGSHierarchy=Fine-grained, Params (M)=4.8, FLOP (T)=2.222025.10 | 35.9 | 54.75 | 63.11 | 31.63 | |
| MGMHierarchy=Fine-grained, Params (M)=16.2, FLOP (T)=2.322025.10 | 35.42 | 55.83 | 64.89 | 31.6 |