Mobile-size Object Detection on COCO (test-dev)
28.6APSpineNet-49
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SpineNet-49backbone=MBConv, FLOPs=1.00B, Params=2.32M2019.12 | 28.6 | 9.2 | 31.5 | 47 | |
| MobileNetV2-NAS-FPNLite (7 @64)FLOPs=0.98B, Params=2.62M2019.12 | 25.7 | — | — | — | |
| SpineNet-49Sbackbone=MBConv, FLOPs=0.52B, Params=0.97M2019.12 | 24.3 | 7.2 | 26.2 | 41.1 | |
| MobileNetV2-FPNLiteFLOPs=1.01B, Params=2.20M2019.12 | 24.3 | — | — | — | |
| MnasNet-A1-SSDLiteFLOPs=0.80B, Params=4.90M2019.12 | 23 | 3.8 | 21.7 | 42 | |
| MobileNetV2-SSDLiteFLOPs=0.80B, Params=4.30M2019.12 | 22.1 | — | — | — | |
| MobileNetV3-SSDLiteFLOPs=0.51B, Params=3.22M2019.12 | 22 | — | — | — | |
| SpineNet-49XSbackbone=MBConv, FLOPs=0.17B, Params=0.82M2019.12 | 17.5 | 2.3 | 17.2 | 33.6 | |
| MobileNetV3-Small-SSDLiteFLOPs=0.16B, Params=1.77M2019.12 | 16.1 | — | — | — |