YOLOV4
YOLOv4 结构
backbone:
CSPDarknet53
Neck:
SPP,PAN
Head:
YOLOv3
bag of freebies for backbone(数据增强以及其他):
CutMix、Mosaic data argument、DropBlock regularization、class label smoothing
bag of Special for backbone:
Mish activation、Cross-stage partial connection 、Multiinput weighted residual connection(MiWRC)
bag of Freebies for detector
CIOU-Loss, CmBN、DropBlock regularization、Mosaic data argumentation、Self-Adversaral Training
Eliminate grid sensitivity、Using multiple anchors for a single ground truth
Cosin annealing Scheduler
Optimal hyperparameters
random training shapes
bag of special for detectors
Mish activation、SPP、SAM、PAN、DIOU-NMS