SSD | RFB | FSSD | YOLOV1 | YOLOV2 | YOLOV3 | YOLOV4 | YOLOV5 | |
---|---|---|---|---|---|---|---|---|
train | 👍 | 👍 | 👍 | 👍 | 👍 | 👍 | 👎 | 👎 |
eval | 👍 | 👍 | 👍 | 👍 | 👍 | 👍 | 👎 | 👎 |
test | 👍 | 👍 | 👍 | 👍 | 👍 | 👍 | 👍 | 👎 |
vgg16 | resnet50 | resnet152 | darknet19 | mobilenetv1 | |
---|---|---|---|---|---|
VOC-mAP | 76.5% | 79.2% | 73.3% | 74.4% | 72.9% |
VOC-Image | |||||
COCO-mAP | 🐦 | 25.0% | 🐦 | 20.7% | 18.8% |
COCO-Image | 🐦 | 🐦 |
vgg16 | resnet50 | resnet152 | darknet19 | mobilenetv1 | |
---|---|---|---|---|---|
VOC-mAP | 79.0% | 🐦 | 🐦 | 76.2% | 73.8% |
VOC-Image | 🐦 | 🐦 | |||
COCO-mAP | 🐦 | 🐦 | 🐦 | 22.4% | 19.0% |
COCO-Image | 🐦 | 🐦 | 🐦 |
vgg16 | resnet50 | resnet152 | darknet19 | mobilenetv1 | |
---|---|---|---|---|---|
VOC-mAP | 77.9% | 74.0% | 74.1% | 78.2% | 73.5% |
VOC-Image | |||||
COCO-mAP | 🐦 | 26.6% | 🐦 | 25.2% | 22.8% |
COCO-Image | 🐦 | 🐦 |
Resnet50-7 | Resnet50-14 | resnet-7 | resnet-14 | vgg16-7 | vgg16-14 | |
---|---|---|---|---|---|---|
VOC-mAP | 61.1% | 🐦 | 58.4% | 🐦 | 🐦 | 🐦 |
VOC-Image | 🐦 | 🐦 | 🐦 | 🐦 | ||
COCO-mAP | 🐦 | 🐦 | 🐦 | 🐦 | 🐦 | 🐦 |
COCO-Image | 🐦 | 🐦 | 🐦 | 🐦 | 🐦 | 🐦 |
darknet19 | darknet19-tiny | resnet50 | |
---|---|---|---|
VOC-mAP | 🐦 | 🐦 | 🐦 |
VOC-Image | 🐦 | ||
COCO-mAP | 🐦 | 🐦 | 🐦 |
COCO-Image | 🐦 | 🐦 |
darknet53 | tiny | spp | |
---|---|---|---|
VOC-mAP | 🐦 | 🐦 | 🐦 |
VOC-Image | 🐦 | ||
COCO-mAP | 🐦 | 🐦 | 🐦 |
COCO-Image |
darknet | pacsp | pacsp-mish | pacsp-s | pacsp-s-mish | pacsp-x | pacsp-x-mish | paspp | tiny | |
---|---|---|---|---|---|---|---|---|---|
VOC-mAP | 🐦 | 🐦 | 🐦 | 🐦 | 🐦 | 🐦 | 🐦 | 🐦 | 🐦 |
VOC-Image | 🐦 | 🐦 | 🐦 | 🐦 | 🐦 | 🐦 | 🐦 | 🐦 | 🐦 |
COCO-mAP | 🐦 | 🐦 | 🐦 | 🐦 | 🐦 | 🐦 | 🐦 | 🐦 | 🐦 |
COCO-Image | 🐦 | 🐦 |