Object Detection on VOC7+12 (val)
54mAPYOLOv8n + TAConv(r)
Evaluation Results
| Method | Links | |
|---|---|---|
| YOLOv8n + TAConv(r)FLOPS (G)=8.4, Param (M)=3.0, Time (ms)=3.32023.04 | 54 | |
| YOLOv8n + RFAConv(r)FLOPS (G)=8.4, Param (M)=3.0, Time (ms)=3.22023.04 | 54 | |
| YOLOv8n + CAConv(r)FLOPS (G)=8.2, Param (M)=3.0, Time (ms)=2.92023.04 | 53.8 | |
| YOLOv8nFLOPS (G)=8.1, Param (M)=3.0, Time (ms)=3.02023.04 | 53.5 | |
| YOLOv8n + CBAMConv(r)FLOPS (G)=8.2, Param (M)=3.0, Time (ms)=3.12023.04 | 53.3 | |
| YOLOv8n + CAMConv(r)FLOPS (G)=8.1, Param (M)=3.0, Time (ms)=3.12023.04 | 52.8 | |
| YOLOv8n + MCAConv(r)FLOPS (G)=8.1, Param (M)=3.0, Time (ms)=3.12023.04 | 52.6 | |
| YOLOv5s + RFCAConv(r)FLOPS (G)=16.6, Param (M)=7.2, Time (ms)=4.42023.04 | 51 | |
| YOLOv7-tiny + RFAConv(r)FLOPS (G)=13.6, Param (M)=6.1, Time (ms)=3.82023.04 | 50.6 | |
| YOLOv7-tiny + CAConv(r)FLOPS (G)=13.2, Param (M)=6.1, Time (ms)=2.72023.04 | 50.5 | |
| YOLOv7-tiny + TAConv(r)FLOPS (G)=13.4, Param (M)=6.1, Time (ms)=2.82023.04 | 50.4 | |
| YOLOv5s + TAConv(r)FLOPS (G)=16.5, Param (M)=7.1, Time (ms)=3.82023.04 | 50.3 | |
| YOLOv7-tiny + CAMConv(r)FLOPS (G)=13.2, Param (M)=6.1, Time (ms)=2.72023.04 | 50.3 | |
| YOLOv7-tinyFLOPS (G)=13.2, Param (M)=6.1, Time (ms)=2.52023.04 | 50.2 | |
| YOLOv7-tiny + MCAConv(r)FLOPS (G)=13.2, Param (M)=6.1, Time (ms)=2.82023.04 | 50.2 | |
| YOLOv5s + RFCBAMConv(r)FLOPS (G)=16.4, Param (M)=7.2, Time (ms)=3.92023.04 | 50.1 | |
| YOLOv7-tiny + CBAMConv(r)FLOPS (G)=13.2, Param (M)=6.1, Time (ms)=2.72023.04 | 50.1 | |
| YOLOv7-tiny + HAMConv(r)FLOPS (G)=13.2, Param (M)=6.1, Time (ms)=2.72023.04 | 50.1 | |
| YOLOv5s + RFAConv(r)FLOPS (G)=16.4, Param (M)=7.2, Time (ms)=5.12023.04 | 50 | |
| YOLOv5s + CAConv(r)FLOPS (G)=16.1, Param (M)=7.1, Time (ms)=3.12023.04 | 49.6 | |
| YOLOv5s + MCAConv(r)FLOPS (G)=16.0, Param (M)=7.1, Time (ms)=3.72023.04 | 49.2 | |
| YOLOv5s + CBAMConv(r)FLOPS (G)=16.0, Param (M)=7.1, Time (ms)=3.72023.04 | 49 | |
| YOLOv5sFLOPS (G)=15.9, Param (M)=7.1, Time (ms)=3.02023.04 | 48.9 | |
| YOLOv5s + CAMConv(r)FLOPS (G)=16.0, Param (M)=7.1, Time (ms)=3.52023.04 | 48.5 | |
| YOLOv5s + HAMConv(r)FLOPS (G)=16.0, Param (M)=7.1, Time (ms)=4.32023.04 | 48.5 | |
| YOLOv5n + RFAConv(r)FLOPS (G)=4.5, Param (M)=1.8, Time (ms)=3.02023.04 | 43.3 | |
| YOLOv5n + TAConv(r)FLOPS (G)=4.5, Param (M)=1.8, Time (ms)=2.82023.04 | 42.5 | |
| YOLOv5n + CAConv(r)FLOPS (G)=4.3, Param (M)=1.7, Time (ms)=3.02023.04 | 42.4 | |
| YOLOv5n + CBAMConv(r)FLOPS (G)=4.3, Param (M)=1.7, Time (ms)=3.02023.04 | 41.9 | |
| YOLOv5nFLOPS (G)=4.2, Param (M)=1.7, Time (ms)=2.72023.04 | 41.5 | |
| YOLOv5n + CAMConv(r)FLOPS (G)=4.2, Param (M)=1.7, Time (ms)=2.92023.04 | 41.4 | |
| YOLOv5n + HAMConv(r)FLOPS (G)=4.3, Param (M)=1.8, Time (ms)=2.92023.04 | 41.3 | |
| YOLOv5n + MCAConv(r)FLOPS (G)=4.2, Param (M)=1.8, Time (ms)=2.92023.04 | 41.1 |