Boundary Detection on CO2 Farm Thermal Gas Dataset 1.0 (test)
98.87BF1 ScoreTRACE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TRACEParams (M)=4.1, GFLOPs=6.8, Lat. (ms)=15.72026.03 | 98.87 | 1.014 | 0.021 | |
| CarboFormer-B0Params (M)=5.4, GFLOPs=5.8, Lat. (ms)=12.92026.03 | 89.82 | 1.263 | 0.216 | |
| CarboFormer-B1Params (M)=14.4, GFLOPs=12.6, Lat. (ms)=28.62026.03 | 89.58 | 1.24 | 0.258 | |
| Gasformer-B0Params (M)=3.6, GFLOPs=3.5, Lat. (ms)=8.12026.03 | 89.36 | 1.276 | 0.256 | |
| Gasformer-B1Params (M)=13.6, GFLOPs=11.8, Lat. (ms)=26.72026.03 | 89.23 | 1.246 | 0.254 | |
| FUMEParams (M)=1.28, GFLOPs=1.97, Lat. (ms)=5.32026.03 | 88.45 | 1.312 | 0.234 | |
| LACTNetParams (M)=12.7, GFLOPs=10.9, Lat. (ms)=24.82026.03 | 70.2 | 3.199 | 0.558 | |
| iFormerParams (M)=5.5, GFLOPs=8.0, Lat. (ms)=17.62026.03 | 69.33 | 3.115 | 0.435 | |
| SegFormer-B2Params (M)=24.7, GFLOPs=19.5, Lat. (ms)=44.72026.03 | 64.21 | 3.642 | 0.753 | |
| SegFormer-B0Params (M)=3.7, GFLOPs=2.6, Lat. (ms)=5.82026.03 | 63.86 | 3.536 | 0.586 | |
| Prior2FormerParams (M)=21.4, GFLOPs=17.8, Lat. (ms)=41.32026.03 | 57.99 | 4.365 | 0.706 | |
| MobileNetV4-Conv-S†Params (M)=1.9, GFLOPs=1.6, Lat. (ms)=3.92026.03 | 37.52 | 5.47 | 0.686 | |
| RepViT-M1†Params (M)=5.2, GFLOPs=1.4, Lat. (ms)=3.42026.03 | 35.54 | 18.38 | 1.588 | |
| Ψ-Stats♮Lat. (ms)=1.82026.03 | 32.18 | 8.47 | 1.342 | |
| StarNet-S2†Params (M)=3.8, GFLOPs=3.4, Lat. (ms)=7.62026.03 | 30.34 | 5.4 | 0.773 | |
| SHViT-S4†Params (M)=16.6, GFLOPs=13.1, Lat. (ms)=30.52026.03 | 13.81 | 21.72 | 3.307 | |
| Mask2FormerParams (M)=27.9, GFLOPs=14.8, Lat. (ms)=34.22026.03 | 8.69 | 50.742 | 11.117 |