Image Classification on CO2 Farm Thermal Gas Dataset 1.0 (test)
82.7AccuracyTRACE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TRACEParams (M)=4.1, GFLOPs=6.8, Lat. (ms)=15.72026.03 | 82.7 | 80.1 | 79.6 | 0.741 | 0.882 | |
| MobileNetV4-Conv-S†Params (M)=1.9, GFLOPs=1.6, Lat. (ms)=3.92026.03 | 76.9 | 62.4 | 57 | 0.603 | 0.426 | |
| SegFormer-B0Params (M)=3.7, GFLOPs=2.6, Lat. (ms)=5.82026.03 | 76.9 | 73.3 | 73 | 0.633 | 0.786 | |
| Mask2FormerParams (M)=27.9, GFLOPs=14.8, Lat. (ms)=34.22026.03 | 76 | 61.5 | 56.2 | 0.586 | 0.422 | |
| StarNet-S2†Params (M)=3.8, GFLOPs=3.4, Lat. (ms)=7.62026.03 | 76 | 61.5 | 56.2 | 0.586 | 0.416 | |
| Prior2FormerParams (M)=21.4, GFLOPs=17.8, Lat. (ms)=41.32026.03 | 74 | 59.8 | 54.8 | 0.552 | 0.436 | |
| FUMEParams (M)=1.28, GFLOPs=1.97, Lat. (ms)=5.32026.03 | 62.5 | 50.2 | 47.8 | 0.382 | 0.524 | |
| Gasformer-B0Params (M)=3.6, GFLOPs=3.5, Lat. (ms)=8.12026.03 | 60 | 46 | 43.9 | 0.334 | 0.508 | |
| Gasformer-B1Params (M)=13.6, GFLOPs=11.8, Lat. (ms)=26.72026.03 | 57.9 | 47.2 | 44.7 | 0.31 | 0.54 | |
| CarboFormer-B1Params (M)=14.4, GFLOPs=12.6, Lat. (ms)=28.62026.03 | 55.8 | 43.1 | 40.7 | 0.276 | 0.464 | |
| Ψ-Stats♮Lat. (ms)=1.82026.03 | 54.8 | 52.2 | 49.1 | 0.312 | 0.398 | |
| CarboFormer-B0Params (M)=5.4, GFLOPs=5.8, Lat. (ms)=12.92026.03 | 51.6 | 40.1 | 37.3 | 0.213 | 0.47 | |
| iFormerParams (M)=5.5, GFLOPs=8.0, Lat. (ms)=17.62026.03 | 51 | 56.9 | 45.6 | 0.324 | 0.688 | |
| LACTNetParams (M)=12.7, GFLOPs=10.9, Lat. (ms)=24.82026.03 | 51 | 55.8 | 44.8 | 0.309 | 0.73 | |
| SegFormer-B2Params (M)=24.7, GFLOPs=19.5, Lat. (ms)=44.72026.03 | 48.1 | 52.6 | 38.9 | 0.252 | 0.714 | |
| SHViT-S4†Params (M)=16.6, GFLOPs=13.1, Lat. (ms)=30.52026.03 | 37.5 | 33.3 | 18.2 | 0.079 | 0.29 | |
| RepViT-M1†Params (M)=5.2, GFLOPs=1.4, Lat. (ms)=3.42026.03 | 37.5 | 33.3 | 18.2 | 0.082 | 0.104 |