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Table 2 Detection results based on different methods. The test is based on Nvidia GTX 1650 GPU (4G)

From: WheatLFANet: in-field detection and counting of wheat heads with high-real-time global regression network

Method

Pr

Re

AP

FPS

Latency

Params

FLOPs

CenterNet

0.808

0.890

0.880

44

25.2 ms

63.96 M

24.51G

Yolov7

0.903

0.846

0.906

72

16.6 ms

6.21 M

13.84G

EfficientDet

0.775

0.765

0.804

19

51.3 ms

3.93 M

2.52G

TasselLFANet

0.909

0.873

0.916

61

19.1 ms

3.04 M

18.72G

WheatLFANet

0.905

0.843

0.900

164

8.4 ms

0.72 M

4.07G

  1. Bold text indicates the best results