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
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
