YOLO(You Only Look Once ),创造性的将物体检测任务直接当作回归问题来处理,将候选区和检测两个阶段合二为一。目前YOLO版本已经更新到YOLO7,另外还有许多YOLO变种。

YOLO1

论文:You Only Look Once: Unified, Real-Time Object Detection

YOLO2

论文:YOLO9000: Better, Faster, Stronger

YOLO3

论文:YOLOv3: An Incremental Improvement

YOLO4

论文:YOLOv4: Optimal Speed and Accuracy of Object Detection

YOLO5

论文:YOLOv5 Source

YOLO6

论文:YOLOv6: A Single-Stage Object Detection Framework for Industrial Applications

YOLO7

论文:YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors