Object Detection on GRAZPEDWRI-DX (val)
64.6F1 ScoreYOLOv7
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| YOLOv7Attention Module=CBAM2023.04 | 64.6 | 70.9 | 59.3 | 63.3 | — | |
| YOLOv7Attention Module=GAM2023.04 | 64.6 | 74.5 | 57.4 | 63.4 | — | |
| YOLOv8 with data augmentationData Augmentation=true2023.04 | 63.5 | 73.4 | 59.2 | 63.8 | — | |
| YOLOv82023.04 | 62.3 | 69.4 | 67.9 | 63.6 | — | |
| YOLOv52023.04 | 60.7 | 68.2 | 58.1 | 62.6 | — | |
| YOLOv72023.04 | 56.9 | 55.6 | 58.2 | 62.8 | — | |
| YOLOv9Model Size=Compact, Input Size=1024, Params=51.02M, FLOPs=239.0G, Inference Time=12.7ms2024.07 | 0.66 | — | — | 0.6557 | 0.437 | |
| YOLOv9Model Size=Extended, Input Size=1024, Params=69.42M, FLOPs=244.9G, Inference Time=16.1ms2024.07 | 0.66 | — | — | 0.6562 | 0.4373 | |
| YOLOv8+GCModel Size=Large, Input Size=1024, Params=43.85M, FLOPs=165.6G, Inference Time=7.9ms2024.07 | 0.66 | — | — | 0.6632 | 0.4285 | |
| YOLOv8+ECAModel Size=Large, Input Size=1024, Params=43.64M, FLOPs=165.5G, Inference Time=7.7ms2024.07 | 0.65 | — | — | 0.6424 | 0.4194 | |
| YOLOv8+GAMModel Size=Large, Input Size=1024, Params=49.29M, FLOPs=183.5G, Inference Time=12.7ms2024.07 | 0.65 | — | — | 0.6426 | 0.41 | |
| YOLOv8-ECAParams (M)=43.64, FLOPs (B)=165.5, Inference (ms)=7.7, Input Image Size=10242024.09 | 0.65 | — | — | 0.642 | 0.419 | |
| YOLOv8-GAMParams (M)=49.29, FLOPs (B)=183.5, Inference (ms)=12.7, Input Image Size=10242024.09 | 0.65 | — | — | 0.642 | 0.41 | |
| YOLOv8+ResGAMModel Size=Large, Input Size=1024, Params=49.29M, FLOPs=183.5G, Inference Time=18.1ms2024.07 | 0.64 | — | — | 0.6498 | 0.4175 | |
| YOLOv8+ResCBAMModel Size=Large, Input Size=1024, Params=53.87M, FLOPs=196.2G, Inference Time=8.7ms2024.07 | 0.64 | — | — | 0.6578 | 0.4216 | |
| YOLOv8-ResGAMParams (M)=49.29, FLOPs (B)=183.5, Inference (ms)=18.1, Input Image Size=10242024.09 | 0.64 | — | — | 0.65 | 0.418 | |
| YOLOv8-ResCBAMParams (M)=53.87, FLOPs (B)=196.2, Inference (ms)=8.7, Input Image Size=10242024.09 | 0.64 | — | — | 0.658 | 0.422 | |
| YOLOv8+SAModel Size=Large, Input Size=1024, Params=43.64M, FLOPs=165.4G, Inference Time=8.0ms2024.07 | 0.63 | — | — | 0.6425 | 0.4164 | |
| YOLOv8-SAParams (M)=43.64, FLOPs (B)=165.4, Inference (ms)=8, Input Image Size=10242024.09 | 0.63 | — | — | 0.643 | 0.416 | |
| YOLOv8-MHSAParams (M)=44.69, FLOPs (B)=166.9, Inference (ms)=15.6, Input Image Size=10242024.09 | 0.63 | — | — | 0.637 | 0.41 | |
| YOLOv8Model Size=Large, Input Size=1024, Params=43.61M, FLOPs=164.9G, Inference Time=7.7ms2024.07 | 0.62 | — | — | 0.6358 | 0.404 | |
| YOLOv8Params (M)=43.61, FLOPs (B)=164.9, Inference (ms)=7.8, Input Image Size=10242024.09 | 0.62 | — | — | 0.636 | 0.404 |