One-Shot detection algorithm YOLO, SSD

YOLO

Advantages: Fast speed, end-to-end. The frame rate on the Titan GPU is 45fps, and the accelerated version of the frame rate can reach 155fps.

Disadvantage: It is proved by practice that the algorithm has poor classification effect on small objects and close objects.

Experimental results

Ssds

The frame rate on Titan x reaches 58fps, (in the VOC2007 test, the 72.1%map at the faster r-cnn 7 fps, map 73.2%,yolo under 63.4% fps).

For its principle

SSD's Disadvantages reference: 78123546

One-Shot detection algorithm YOLO, SSD