DarkNet+Yolov3: https://pjreddie.com/darknet/yolo/
测试系统平台:
操作系统 | Ubuntu 16.04 64bit |
CPU | Intel(R) Xeon(R) CPU E5-1620 v2 @ 3.70GHz 4核心 |
内存 | 8GB |
显卡 | Nvidia Quadro P4000, 8GB显存,256bit 显存位宽,GDDR5显存类型 |
CUDA | 8.0.61 |
OpenCV | 3.1.0 |
与https://www.jianshu.com/p/c2a90b89fc21博客文章所在的平台比较,其所在平台信息为:
操作系统 | ubuntu18.04 |
CPU | Intel® Core™ i5-5200U CPU @ 2.20GHz × 4 |
显卡 | GEFORCE 920M,6GB显存,GDDR6显存类型 |
CUDA | 9.1.85 |
测试结果:
Yolov3(秒) | Tiny-Yolov3(秒) | https://www.jianshu.com/p/c2a90b89fc21 Tiny-Yolov3(秒) |
|
CPU | 24.94 | 1.04 | 1.206042 |
CPU+Opencv | 25.07 | 1.07 | 1.230927 |
GPU | 1.59 | 1.41 | 0.382318(GPU+OpenCV) |
GPU+cuDNN | 0.066 | 0.0059 | 0.072806(GPU+cuDNN+OpenCV) |
测试结果截图:
CPU:Yolov3
CPU:Tiny-Yolov3
CPU+OpenCV : Yolov3
CPU+OpenCV: Tiny-Yolov3
GPU: Yolov3
GPU: Tiny-Yolov3
GPU+cuDNN: Yolov3
GPU+cuDNN: Tiny-Yolov3