Table 3.
Value of GPI for all models.
Model | mAP@0.5 (%) | mAP@.5:.95 (%) | GFLOPs | Params | GPI | Rank |
---|---|---|---|---|---|---|
YOLO-FastestV2 | 67.57 | 55.10 | 0.38 | 0.24 | 0.00 | 14 |
YOLO-FastestV2-ECA1 | 70.41 | 60.00 | 0.38 | 0.24 | 0.60 | 6 |
YOLO-FastestV2-ECA2 | 67.78 | 55.12 | 0.38 | 0.24 | 0.03 | 13 |
YOLO-FastestV2-LSKA1 | 67.97 | 57.03 | 0.4 | 0.24 | 0.09 | 12 |
YOLO-FastestV2-LSKA2 | 69.93 | 58.90 | 0.39 | 0.28 | 0.42 | 10 |
YOLO-FastestV2-EMA1 | 68.58 | 56.63 | 0.4 | 0.24 | 0.17 | 11 |
YOLO-FastestV2-EMA2 | 69.77 | 58.76 | 0.39 | 0.24 | 0.44 | 9 |
YOLO-FastestV2-ECA-LSKA | 70.23 | 59.26 | 0.39 | 0.28 | 0.48 | 8 |
YOLO-FastestV2-ECA-EMA | 71.58 | 61.41 | 0.39 | 0.24 | 0.81 | 3 |
YOLO-FastestV2-LSKA-LSKA | 70.59 | 59.85 | 0.41 | 0.28 | 0.52 | 7 |
YOLO-FastestV2-LSKA-EMA | 71.07 | 60.68 | 0.41 | 0.25 | 0.66 | 5 |
YOLO-FastestV2-SimLightFPN | 70.75 | 60.66 | 0.38 | 0.24 | 0.67 | 4 |
YOLO-FastestV2-SimLightFPN-LSKA-EMA | 72.00 | 61.71 | 0.41 | 0.25 | 0.84 | 2 |
YOLO-FastestV2-SimLightFPN-ECA-EMA | 71.76 | 61.46 | 0.39 | 0.24 | 0.84 | 1 |