网络名称 | Backbone | AP0.5 | AP0.75 | AP0.5~0.95 | Params | FLOPs | FPS | ms/p |
SSD300 | Resnet50 | 0.774 | 0.560 | 0.511 | 13.67M | 122.38 G | 21.1 | 47.4 |
Retinanet | resnet50 | 0.887 | 0.773 | 0.688 | 36.21 M | 216.1 G | 25.3 | 39.6 |
Faster RCNN | resnet50 | 0.869 | 0.700 | 0.608 | 41.15 M | 215.44 G | 23.5 | 42.6 |
MASK-RCNN | resnet50 | 0.904 | 0.685 | 0.616 | 41.15 M | 215.44 G | 23.3 | 42.9 |
Yolo3 | Darknet53 | 0.809 | 0.522 | 0.502 | 61.55 M | 19.4 G | 78.0 | 12.8 |
Yolox | DarkNet53 | 0.802 | 0.604 | 0.533 | 9.0 M | 26.8 G | 79.5 | 12.6 |
Swin-Transformer | Swin-Transformer | 0.958 | 0.853 | 0.759 | 76.56 M | 590.07G | 7.60 | 131.6 |