Semantic Segmentation on CO2 Farm Thermal Gas Dataset 1.0 (test)
99.82mIoUTRACE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TRACEParams (M)=4.1, GFLOPs=6.8, Lat. (ms)=15.72026.03 | 99.82 | 99.91 | 99.96 | |
| CarboFormer-B0Params (M)=5.4, GFLOPs=5.8, Lat. (ms)=12.92026.03 | 98.65 | 99.32 | 99.31 | |
| CarboFormer-B1Params (M)=14.4, GFLOPs=12.6, Lat. (ms)=28.62026.03 | 98.65 | 99.32 | 99.31 | |
| Gasformer-B1Params (M)=13.6, GFLOPs=11.8, Lat. (ms)=26.72026.03 | 98.61 | 99.29 | 99.27 | |
| Gasformer-B0Params (M)=3.6, GFLOPs=3.5, Lat. (ms)=8.12026.03 | 98.58 | 99.28 | 99.26 | |
| FUMEParams (M)=1.28, GFLOPs=1.97, Lat. (ms)=5.32026.03 | 98.42 | 99.2 | 99.18 | |
| LACTNetParams (M)=12.7, GFLOPs=10.9, Lat. (ms)=24.82026.03 | 96.26 | 98.07 | 98.04 | |
| iFormerParams (M)=5.5, GFLOPs=8.0, Lat. (ms)=17.62026.03 | 96.08 | 97.96 | 97.96 | |
| SegFormer-B0Params (M)=3.7, GFLOPs=2.6, Lat. (ms)=5.82026.03 | 95.37 | 97.58 | 97.93 | |
| SegFormer-B2Params (M)=24.7, GFLOPs=19.5, Lat. (ms)=44.72026.03 | 95.33 | 97.54 | 97.95 | |
| Prior2FormerParams (M)=21.4, GFLOPs=17.8, Lat. (ms)=41.32026.03 | 94.41 | 97.08 | 97.86 | |
| MobileNetV4-Conv-S†Params (M)=1.9, GFLOPs=1.6, Lat. (ms)=3.92026.03 | 92.05 | 95.81 | 97.31 | |
| StarNet-S2†Params (M)=3.8, GFLOPs=3.4, Lat. (ms)=7.62026.03 | 90.32 | 94.82 | 96.68 | |
| RepViT-M1†Params (M)=5.2, GFLOPs=1.4, Lat. (ms)=3.42026.03 | 89.23 | 94.16 | 95.39 | |
| Ψ-Stats♮Lat. (ms)=1.82026.03 | 88.42 | 93.78 | 94.92 | |
| SHViT-S4†Params (M)=16.6, GFLOPs=13.1, Lat. (ms)=30.52026.03 | 76.63 | 86.19 | 90.58 | |
| Mask2FormerParams (M)=27.9, GFLOPs=14.8, Lat. (ms)=34.22026.03 | 53.8 | 68.49 | 75.23 |