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 | Â | ||||||
---|---|---|---|---|---|---|---|---|---|
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 | Â | ||||||
---|---|---|---|---|---|---|---|---|---|
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 |