Table 3 The effectiveness analysis of MEFE-Net.

From: Multi-scale feature fusion and feature calibration with edge information enhancement for remote sensing object detection

Model

mAP

AP50

AP75

APS

APM

APL

Para

YOLOv8

23.4

39.3

23.4

14

35.8

42.4

25.85 M

YOLOv8 + MEFE-Net

24.1

40.5

24.4

14.6

36.3

45.6

24.14 M

YOLOv10

23.3

38.9

23.8

13.6

35.8

43.8

16.46 M

YOLOv10 + MEFE-Net

24.3

40.8

24.7

14.6

36.9

42.6

16.98 M

RTDETR

26.0

43.8

26.2

18.1

36.4

43.2

19.88 M

RTDETR + MEFE-Net

27.0

45.1

27.3

18.7

37.6

40.8

14.63 M

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