Semantic Segmentation on EXPo vehicle to drone 1.0 (test)
79.57AccuracyTarget Supervised
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Target Supervisedadaptation_setting=Target-Supervised (Drone), backbone=E2VID, segmentation_head=ESS2025.03 | 79.57 | 52.25 | 42.9 | 23.3 | 74.48 | 39.4 | 7.1 | 31.67 | 71.96 | 31.64 | 67.87 | 57.51 | 66.14 | 23.79 | |
| EventFlyadaptation_setting=UDA (PV to Pd), backbone=E2VID, segmentation_head=ESS2025.03 | 69.17 | 48.2 | 32.67 | 20.01 | 46.64 | 30.55 | 1.27 | 25.5 | 67.17 | 24.21 | 61.01 | 41.3 | 44.54 | 6.21 | |
| PLSRadaptation_setting=UDA (PV to Pd), backbone=E2VID, segmentation_head=ESS2025.03 | 64.61 | 45.93 | 29.69 | 17.99 | 42.09 | 30.06 | 0 | 23.32 | 62.48 | 20.65 | 60.15 | 31.69 | 44.27 | 2.06 | |
| MICadaptation_setting=UDA (PV to Pd), backbone=E2VID, segmentation_head=ESS2025.03 | 63.11 | 45.6 | 28.87 | 17.46 | 41.4 | 25.19 | 0.01 | 22.86 | 59.25 | 20.84 | 58.86 | 33.95 | 44.18 | 0.9 | |
| DACSadaptation_setting=UDA (PV to Pd), backbone=E2VID, segmentation_head=ESS2025.03 | 59.81 | 42.01 | 27.07 | 16.14 | 35.16 | 26.12 | 0.18 | 18.49 | 55.64 | 21.74 | 56.81 | 34.69 | 44.73 | 0.05 | |
| CBSTadaptation_setting=UDA (PV to Pd), backbone=E2VID, segmentation_head=ESS2025.03 | 57.95 | 41.18 | 24.31 | 16.72 | 33.05 | 24.43 | 0 | 18.24 | 56.32 | 16.84 | 56.15 | 23.61 | 35.65 | 0 | |
| IntraDAadaptation_setting=UDA (PV to Pd), backbone=E2VID, segmentation_head=ESS2025.03 | 57.37 | 38.85 | 23.58 | 15.91 | 32.31 | 23.17 | 0 | 14.91 | 56.7 | 18.67 | 54.94 | 20.71 | 33.08 | 0 | |
| AdaptSegNetadaptation_setting=UDA (PV to Pd), backbone=E2VID, segmentation_head=ESS2025.03 | 49.14 | 35.38 | 21.16 | 12.15 | 29.37 | 23.57 | 0.17 | 13.45 | 38.23 | 17.85 | 48.73 | 29.42 | 35.55 | 0.4 | |
| Source-Onlyadaptation_setting=Source-Only (Vehicle), backbone=E2VID, segmentation_head=ESS2025.03 | 43.69 | 33.81 | 15.04 | 11.81 | 48.71 | 11.57 | 0.92 | 13.33 | 25.48 | 8.18 | 31.51 | 14.88 | 0.04 | 2.41 |