Table 1 Comparison of the number of parameters in C3 and C3SFN modules.

From: Lightweight aerial image object detection algorithm based on improved YOLOv5s

Position

Backbone

Neck

 

Module

C3_3

C3_6

C3_9

C3_3

C3F_3

C3F_3

C3F_3

C3F_3

Total

Params

18,816

115,712

625,152

1,182,720

361,984

90,880

296,448

1,182,720

3,874,432

Position

Backbone

Neck

 

Module

C3SFN_3

C3SFN_6

C3SFN_9

C3SFN_3

C3SFN_3

C3SFN_3

C3SFN_3

C3SFN_3

Total

Params

9,216

38,400

159,744

561,152

206,848

52,224

141,312

561,152

1,730,048

Reduction

9,600

77,312

465,408

621,568

155,136

38,656

155,136

621,568

2,144,384