In this section, the performance of several models is given for reference. The results shown in the following table were measured on a Xilinx® ZCU102 board with three B4096 cores with 16 threads running at 287 MHz.
Network Model | Workload (GOPs per image) | Input Image Resolution | Accuracy (DPUCZDX8G) 2 | Frame per second (FPS) |
---|---|---|---|---|
Inception-v1 | 3.2 | 224*224 | Top-1: 0.6954 | 452.4 |
ResNet50 | 7.7 | 224*224 | Top-1: 0.7338 | 163.4 |
MobileNet_v2 | 0.6 | 299*299 | Top-1: 0.6352 | 587.2 |
SSD_ADAS_VEHICLE 1 | 6.3 | 480*360 | mAP: 0.4190 | 306.2 |
SSD_ADAS_PEDESTRIAN 1 | 5.9 | 640*360 | mAP: 0.5850 | 279.2 |
SSD_MobileNet_v2 | 6.6 | 480*360 | mAP: 0.2940 | 124.7 |
YOLO-V3-VOC | 65.4 | 416*416 | mAP: 0.8153 | 43.6 |
YOLO-V3_ADAS 1 | 5.5 | 512*256 | mAP: 0.5301 | 239.7 |
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