Fire source detection on Fire & Smoke Detection Dataset
64F1 ScoreYOLOv8+SA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| YOLOv8+SAModel Size=Small, Input Image Size=1024, Params=11.14M, FLOPs=28.7G, Inference time=1.9ms2025.08 | 64 | 62.8 | 65.4 | 65.2 | |
| YOLOv8+ECAModel Size=Small, Input Image Size=1024, Params=11.14M, FLOPs=28.7G, Inference time=1.8ms2025.08 | 64 | 60.4 | 68 | 66 | |
| YOLOv8+ResCBAMModel Size=Small, Input Image Size=1024, Params=16.06M, FLOPs=38.3G, Inference time=2.1ms2025.08 | 64 | 60.4 | 67.9 | 66 | |
| YOLOv9Model Size=Small, Input Image Size=1024, Params=7.29M, FLOPs=27.4G, Inference time=2.2ms2025.08 | 64 | 61.5 | 67.5 | 65.5 | |
| YOLOv8Model Size=Small, Input Image Size=1024, Params=11.14M, FLOPs=28.6G, Inference time=1.8ms2025.08 | 63 | 61.8 | 66.3 | 65.5 | |
| YOLOv8+ResCBAMParams=33.83M, FLOPs=98.2G, Inference Time=6.9ms, Model Size=Medium, Input Resolution=10242025.08 | 0.65 | 63.6 | 67.2 | 66.6 | |
| YOLOv8Params=25.86M, FLOPs=79.1G, Inference Time=6.1ms, Model Size=Medium, Input Resolution=10242025.08 | 0.64 | 61 | 66.1 | 65.8 | |
| YOLOv8+SAParams=25.86M, FLOPs=79.1G, Inference Time=6.3ms, Model Size=Medium, Input Resolution=10242025.08 | 0.64 | 60 | 68.2 | 65.9 | |
| YOLOv8+ECAParams=25.86M, FLOPs=79.1G, Inference Time=6.1ms, Model Size=Medium, Input Resolution=10242025.08 | 0.64 | 60 | 68.4 | 66.2 | |
| YOLOv9Params=20.16M, FLOPs=77.6G, Inference Time=4.1ms, Model Size=Medium, Input Resolution=10242025.08 | 0.64 | 61.8 | 66.6 | 66 |