Table 1 Comparison of YOLO versions.

From: Inner Ear Multiple Primary Cell Type Detection System

 

YOLOv416

YOLOv720

YOLOv821

Anchor

Anchor base

Anchor base

Anchor free

Backbone

CSPDarknet53

YOLOv4

 EfficientNet

Neck

SPP, PANet

SPPFCSPBlock22

C2f22

Head

YOLOv3

Lead and Auxiliary

NAS-FPN

Input Size

608 × 608

1280 × 1280

1280 × 1280

Framework

 PyTorch

 PyTorch

 PyTorch

Model GPU memory

0.426G

0.447G

0.278G