Fracture Detection on GRAZPEDWRI-DX 1.0 (test)
66F1 ScoreYOLOv9-C
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| YOLOv9-CInput image size=1024, Params (M)=51.02, FLOPs (G)=239.0, Speed (ms)=12.72024.03 | 66 | 65.57 | 43.7 | |
| YOLOv9-EInput image size=1024, Params (M)=69.42, FLOPs (G)=244.9, Speed (ms)=16.12024.03 | 66 | 65.62 | 43.73 | |
| YOLOv9-CParams (M)=51.02, FLOPs (G)=239, Speed (ms)=12.7, Input Image Size=10242024.03 | 66 | 65.57 | 43.7 | |
| YOLOv9-EParams (M)=69.42, FLOPs (G)=244.9, Speed (ms)=16.1, Input Image Size=10242024.03 | 66 | 65.62 | 43.73 | |
| YOLOv8+ECAInput image size=1024, Params (M)=43.64, FLOPs (G)=165.5, Speed (ms)=7.72024.03 | 65 | 64.26 | 41.94 | |
| YOLOv8+GAMInput image size=1024, Params (M)=49.29, FLOPs (G)=183.5, Speed (ms)=12.72024.03 | 65 | 64.26 | 41 | |
| YOLOv8+ECAParams (M)=43.64, FLOPs (G)=165.5, Speed (ms)=7.7, Input Image Size=10242024.03 | 65 | 64.26 | 41.94 | |
| YOLOv8+GAMParams (M)=49.29, FLOPs (G)=183.5, Speed (ms)=12.7, Input Image Size=10242024.03 | 65 | 64.26 | 41 | |
| YOLOv9-CInput image size=640, Params (M)=51.02, FLOPs (G)=239.0, Speed (ms)=5.22024.03 | 64 | 65.31 | 42.66 | |
| YOLOv9-EInput image size=640, Params (M)=69.42, FLOPs (G)=244.9, Speed (ms)=6.42024.03 | 64 | 65.46 | 43.32 | |
| YOLOv8+ResGAMInput image size=1024, Params (M)=49.29, FLOPs (G)=183.5, Speed (ms)=18.12024.03 | 64 | 64.98 | 41.75 | |
| YOLOv8+ResCBAMInput image size=1024, Params (M)=53.87, FLOPs (G)=196.2, Speed (ms)=8.72024.03 | 64 | 65.78 | 42.16 | |
| YOLOv8+ResGAMParams (M)=49.29, FLOPs (G)=183.5, Speed (ms)=18.1, Input Image Size=10242024.03 | 64 | 64.98 | 41.75 | |
| YOLOv8+ResCBAMParams (M)=53.87, FLOPs (G)=196.2, Speed (ms)=8.7, Input Image Size=10242024.03 | 64 | 65.78 | 42.16 | |
| YOLOv8+SAInput image size=1024, Params (M)=43.64, FLOPs (G)=165.4, Speed (ms)=8.02024.03 | 63 | 64.25 | 41.64 | |
| YOLOv8+SAParams (M)=43.64, FLOPs (G)=165.4, Speed (ms)=8, Input Image Size=10242024.03 | 63 | 64.25 | 41.64 | |
| YOLOv8+SAInput image size=640, Params (M)=43.64, FLOPs (G)=165.4, Speed (ms)=3.92024.03 | 62 | 63.99 | 41.49 | |
| YOLOv8+ResGAMInput image size=640, Params (M)=49.29, FLOPs (G)=183.5, Speed (ms)=9.42024.03 | 62 | 63.97 | 41.18 | |
| YOLOv8+ResCBAMInput image size=640, Params (M)=53.87, FLOPs (G)=196.2, Speed (ms)=4.12024.03 | 62 | 62.95 | 40.1 | |
| YOLOv8Input image size=1024, Params (M)=43.61, FLOPs (G)=164.9, Speed (ms)=7.72024.03 | 62 | 63.63 | 40.41 | |
| YOLOv8Params (M)=43.61, FLOPs (G)=164.9, Speed (ms)=7.7, Input Image Size=10242024.03 | 62 | 63.63 | 40.41 | |
| YOLOv8+ECAInput image size=640, Params (M)=43.64, FLOPs (G)=165.5, Speed (ms)=3.62024.03 | 61 | 62.64 | 40.21 | |
| YOLOv8+GAMInput image size=640, Params (M)=49.29, FLOPs (G)=183.5, Speed (ms)=8.72024.03 | 60 | 63.32 | 40.74 | |
| YOLOv8Input image size=640, Params (M)=43.61, FLOPs (G)=164.9, Speed (ms)=3.62024.03 | 59 | 62.44 | 40.32 |