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ResearchFormerly WizWand

Object Detection on VOC7+12 (val)

54mAPYOLOv8n + TAConv(r)
40.58444.06747.5551.033Apr 6, 2023
Updated 8mo ago

Evaluation results

MethodLinks
YOLOv8n + TAConv(r)FLOPS (G)=8.4, Param (M)=3.0, Time (ms)=3.32023.0454
YOLOv8n + RFAConv(r)FLOPS (G)=8.4, Param (M)=3.0, Time (ms)=3.22023.0454
YOLOv8n + CAConv(r)FLOPS (G)=8.2, Param (M)=3.0, Time (ms)=2.92023.0453.8
YOLOv8nFLOPS (G)=8.1, Param (M)=3.0, Time (ms)=3.02023.0453.5
YOLOv8n + CBAMConv(r)FLOPS (G)=8.2, Param (M)=3.0, Time (ms)=3.12023.0453.3
YOLOv8n + CAMConv(r)FLOPS (G)=8.1, Param (M)=3.0, Time (ms)=3.12023.0452.8
YOLOv8n + MCAConv(r)FLOPS (G)=8.1, Param (M)=3.0, Time (ms)=3.12023.0452.6
YOLOv5s + RFCAConv(r)FLOPS (G)=16.6, Param (M)=7.2, Time (ms)=4.42023.0451
YOLOv7-tiny + RFAConv(r)FLOPS (G)=13.6, Param (M)=6.1, Time (ms)=3.82023.0450.6
YOLOv7-tiny + CAConv(r)FLOPS (G)=13.2, Param (M)=6.1, Time (ms)=2.72023.0450.5
YOLOv7-tiny + TAConv(r)FLOPS (G)=13.4, Param (M)=6.1, Time (ms)=2.82023.0450.4
YOLOv5s + TAConv(r)FLOPS (G)=16.5, Param (M)=7.1, Time (ms)=3.82023.0450.3
YOLOv7-tiny + CAMConv(r)FLOPS (G)=13.2, Param (M)=6.1, Time (ms)=2.72023.0450.3
YOLOv7-tinyFLOPS (G)=13.2, Param (M)=6.1, Time (ms)=2.52023.0450.2
YOLOv7-tiny + MCAConv(r)FLOPS (G)=13.2, Param (M)=6.1, Time (ms)=2.82023.0450.2
YOLOv5s + RFCBAMConv(r)FLOPS (G)=16.4, Param (M)=7.2, Time (ms)=3.92023.0450.1
YOLOv7-tiny + CBAMConv(r)FLOPS (G)=13.2, Param (M)=6.1, Time (ms)=2.72023.0450.1
YOLOv7-tiny + HAMConv(r)FLOPS (G)=13.2, Param (M)=6.1, Time (ms)=2.72023.0450.1
YOLOv5s + RFAConv(r)FLOPS (G)=16.4, Param (M)=7.2, Time (ms)=5.12023.0450
YOLOv5s + CAConv(r)FLOPS (G)=16.1, Param (M)=7.1, Time (ms)=3.12023.0449.6
YOLOv5s + MCAConv(r)FLOPS (G)=16.0, Param (M)=7.1, Time (ms)=3.72023.0449.2
YOLOv5s + CBAMConv(r)FLOPS (G)=16.0, Param (M)=7.1, Time (ms)=3.72023.0449
YOLOv5sFLOPS (G)=15.9, Param (M)=7.1, Time (ms)=3.02023.0448.9
YOLOv5s + CAMConv(r)FLOPS (G)=16.0, Param (M)=7.1, Time (ms)=3.52023.0448.5
YOLOv5s + HAMConv(r)FLOPS (G)=16.0, Param (M)=7.1, Time (ms)=4.32023.0448.5
YOLOv5n + RFAConv(r)FLOPS (G)=4.5, Param (M)=1.8, Time (ms)=3.02023.0443.3
YOLOv5n + TAConv(r)FLOPS (G)=4.5, Param (M)=1.8, Time (ms)=2.82023.0442.5
YOLOv5n + CAConv(r)FLOPS (G)=4.3, Param (M)=1.7, Time (ms)=3.02023.0442.4
YOLOv5n + CBAMConv(r)FLOPS (G)=4.3, Param (M)=1.7, Time (ms)=3.02023.0441.9
YOLOv5nFLOPS (G)=4.2, Param (M)=1.7, Time (ms)=2.72023.0441.5
YOLOv5n + CAMConv(r)FLOPS (G)=4.2, Param (M)=1.7, Time (ms)=2.92023.0441.4
YOLOv5n + HAMConv(r)FLOPS (G)=4.3, Param (M)=1.8, Time (ms)=2.92023.0441.3
YOLOv5n + MCAConv(r)FLOPS (G)=4.2, Param (M)=1.8, Time (ms)=2.92023.0441.1