Instrument Segmentation on EndoVis Noisy 2018 α = 0.5
50.34mIOUMS-TFAL
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MS-TFALnoise_ratio=0.52023.07 | 50.34 | 49.15 | 50.17 | 67.37 | 34.67 | 60.5 | |
| MS-TFAL (Ablation: Same frame)variant=Same frame, noise_ratio=0.52023.07 | 48.99 | 46.77 | 49.58 | 64.7 | 34.94 | 59.31 | |
| MS-TFAL (Ablation: w/ V & I)variant=w/ V & I, noise_ratio=0.52023.07 | 48.72 | 43.2 | 48.44 | 66.34 | 36.93 | 58.54 | |
| MS-TFAL (Ablation: Any frame)variant=Any frame, noise_ratio=0.52023.07 | 48.69 | 46.25 | 48.92 | 65.56 | 34.08 | 58.89 | |
| MS-TFAL (Ablation: w/ V)variant=w/ V, noise_ratio=0.52023.07 | 47.8 | 44.73 | 48.71 | 66.87 | 30.91 | 57.45 | |
| RAUNetnoise_ratio=0.52023.07 | 46.74 | 46.16 | 43.08 | 63 | 34.73 | 57.44 | |
| JCASnoise_ratio=0.52023.07 | 45.24 | 41.9 | 44.06 | 61.13 | 33.9 | 55.22 | |
| STswinnoise_ratio=0.52023.07 | 44.48 | 40.78 | 45.22 | 60.5 | 31.45 | 54.99 | |
| VolMinnoise_ratio=0.52023.07 | 44.02 | 42.68 | 46.26 | 59.67 | 27.47 | 53.59 | |
| Deeplabv3+noise_ratio=0.52023.07 | 42.87 | 41.72 | 42.96 | 59.54 | 27.27 | 53.02 |