YOLO 各系列结构整理

目录

2016 You Only Look Once: Unified, Real-Time Object Detection(CVPR)

2017 YOLO9000: Better, Faster, Stronger CVPR

2018 YOLOv3:AnIncrementalImprovemen CVPR

YOLO V3-SPP

2020 YOLOv4: Optimal Speed and Accuracy of Object Detection

2021 YOLOV5

2021 YOLOX

2022 YOLOV6

2023 YOLOV7

2024 YOLO V8

YOLO V9

YOLO V10

YOLO11

YOLO 12

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2016 You Only Look Once: Unified, Real-Time Object Detection(CVPR)

448x448 45FPS 63.4mAP

预测 [x,y,w,h,confidence, x1,y2,w2,h2,confidence2,classScore*20], 非anchor形式

2017 YOLO9000: Better, Faster, Stronger CVPR

使用anchor的预测形式

预测：[tx,ty,tw,th,confidence, class*20]*5 ,5种anchor

2018 YOLOv3:AnIncrementalImprovemen CVPR

预测：N*N*[3*(1+4+80)] ，每个网格预测三个anchor box

YOLO V3-SPP

2020 YOLOv4: Optimal Speed and Accuracy of Object Detection

CSPDarknet53 主干，Mish 激活，Dropblock正则化

 SPP模块，FPN+PAN，

2021 YOLOV5

2021 YOLOX

2022 YOLOV6

2023 YOLOV7

2024 YOLO V8

YOLO V9

YOLO V10

YOLO11

YOLO 12