Methane Plume Detection on STARCOP (test)
60.8F1 ScoreFLAME
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FLAMECategory=Ours, Time (ms)=6.2, Params=0.78M2026.06 | 60.8 | 43.7 | 65.1 | 57.6 | 8 | |
| SegFormer (CU)Category=End-to-end, Decoder=ConvUp (CU), Time (ms)=7.3, Params=4.30M2026.06 | 51.5 | 34.7 | 41.7 | 67.9 | 23 | |
| UNet+MAG1C-tileCategory=Two-stage, Time (ms)=348.1, Params=6.60M2026.06 | 47.7 | 31.4 | 32 | 94.6 | 49 | |
| SegFormer (CUS)Category=End-to-end, Decoder=ConvUpStride (CUS), Time (ms)=20.3, Params=4.30M2026.06 | 44.9 | 29 | 31.4 | 83.1 | 46 | |
| UNet+MAG1C-SASCategory=Two-stage, Time (ms)=120.6, Params=6.60M2026.06 | 44.1 | 28.3 | 30 | 84.4 | 48 | |
| UNet (MNv2)Category=End-to-end, Backbone=MobileNetV2 (MNv2), Time (ms)=4.9, Params=6.65M2026.06 | 42.1 | 26.7 | 33.7 | 57 | 27 | |
| EfficientViT (CUS)Category=End-to-end, Decoder=ConvUpStride (CUS), Time (ms)=8.2, Params=4.85M2026.06 | 41.4 | 26.4 | 27.9 | 82.9 | 55 | |
| EfficientViT (CU)Category=End-to-end, Decoder=ConvUp (CU), Time (ms)=7.6, Params=4.85M2026.06 | 40.4 | 25.3 | 26.2 | 88 | 59 | |
| LinkNet+MAG1C-tileCategory=Two-stage, Time (ms)=347.5, Params=0.85M2026.06 | 40.2 | 25.2 | 25.6 | 94.7 | 67 | |
| LinkNet+MAG1C-SASCategory=Two-stage, Time (ms)=120.0, Params=0.85M2026.06 | 39.7 | 24.8 | 26 | 84.6 | 58 | |
| SegFormer (base)Category=End-to-end, Time (ms)=6.3, Params=3.82M2026.06 | 39.3 | 24.6 | 28.6 | 73.6 | 52 | |
| EfficientViT (base)Category=End-to-end, Time (ms)=7.1, Params=4.81M2026.06 | 34.5 | 20.9 | 22.2 | 78.5 | 66 | |
| UNet (R18)Category=End-to-end, Backbone=ResNet18 (R18), Time (ms)=4.1, Params=14.54M2026.06 | 30.9 | 18.3 | 21.8 | 53.5 | 46 | |
| MAG1C-tileCategory=Classical, Time (ms)=343.72026.06 | 30 | 17.6 | 22.8 | 43.7 | 35 | |
| MAG1C-SASCategory=Classical, Time (ms)=116.22026.06 | 28.4 | 16.6 | 19.4 | 52.8 | 52 | |
| CEMCategory=Classical, Time (ms)=19.62026.06 | 17.8 | 9.8 | 11.4 | 39.9 | 74 | |
| MFCategory=Classical, Time (ms)=21.02026.06 | 17.8 | 9.8 | 11.5 | 39.8 | 74 | |
| ACECategory=Classical, Time (ms)=32.52026.06 | 15.4 | 8.4 | 11.1 | 25.4 | 49 |