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JJZHK-AI/pytorch-detection

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1.代码完成度

SSD RFB FSSD YOLOV1 YOLOV2 YOLOV3 YOLOV4 YOLOV5
train 👍 👍 👍 👍 👍 👍 👎 👎
eval 👍 👍 👍 👍 👍 👍 👎 👎
test 👍 👍 👍 👍 👍 👍 👍 👎

2.SSD

$300 \times 300$

vgg16 resnet50 resnet152 darknet19 mobilenetv1
VOC-mAP 76.5% 79.2% 73.3% 74.4% 72.9%
VOC-Image avatar avatar avatar avatar avatar
COCO-mAP 🐦 25.0% 🐦 20.7% 18.8%
COCO-Image 🐦 avatar 🐦 avatar avatar

3.RFB

$300 \times 300$

vgg16 resnet50 resnet152 darknet19 mobilenetv1
VOC-mAP 79.0% 🐦 🐦 76.2% 73.8%
VOC-Image avatar 🐦 🐦 avatar avatar
COCO-mAP 🐦 🐦 🐦 22.4% 19.0%
COCO-Image 🐦 🐦 🐦 avatar avatar

4.FSSD

$300 \times 300$

vgg16 resnet50 resnet152 darknet19 mobilenetv1
VOC-mAP 77.9% 74.0% 74.1% 78.2% 73.5%
VOC-Image avatar avatar avatar avatar avatar
COCO-mAP 🐦 26.6% 🐦 25.2% 22.8%
COCO-Image 🐦 avatar 🐦 avatar avatar

5.YOLO

YOLOv1

Resnet50-7 Resnet50-14 resnet-7 resnet-14 vgg16-7 vgg16-14
VOC-mAP 61.1% 🐦 58.4% 🐦 🐦 🐦
VOC-Image avatar 🐦 avatar 🐦 🐦 🐦
COCO-mAP 🐦 🐦 🐦 🐦 🐦 🐦
COCO-Image 🐦 🐦 🐦 🐦 🐦 🐦

YOLOv2

darknet19 darknet19-tiny resnet50
VOC-mAP 🐦 🐦 🐦
VOC-Image avatar avatar 🐦
COCO-mAP 🐦 🐦 🐦
COCO-Image avatar 🐦 🐦

YOLOv3

darknet53 tiny spp
VOC-mAP 🐦 🐦 🐦
VOC-Image avatar avatar 🐦
COCO-mAP 🐦 🐦 🐦
COCO-Image avatar avatar avatar

YOLOv4

darknet pacsp pacsp-mish pacsp-s pacsp-s-mish pacsp-x pacsp-x-mish paspp tiny
VOC-mAP 🐦 🐦 🐦 🐦 🐦 🐦 🐦 🐦 🐦
VOC-Image 🐦 🐦 🐦 🐦 🐦 🐦 🐦 🐦 🐦
COCO-mAP 🐦 🐦 🐦 🐦 🐦 🐦 🐦 🐦 🐦
COCO-Image avatar avatar avatar avatar avatar avatar avatar 🐦 🐦

YOLOv5

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