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. 2024 Jun 19;15:1411510. doi: 10.3389/fpls.2024.1411510

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