ZTE Communications ›› 2022, Vol. 20 ›› Issue (S1): 36-43.DOI: 10.12142/ZTECOM.2022S1006
• Research Paper • Previous Articles Next Articles
Received:
2021-04-16
Online:
2022-01-25
Published:
2022-03-01
About author:
FAN Guotian (Supported by:
FAN Guotian, WANG Zhibin. Intelligent Antenna Attitude Parameters Measurement Based on Deep Learning SSD Model[J]. ZTE Communications, 2022, 20(S1): 36-43.
Predicted Positive Samples | Predicted Negative Samples | |
---|---|---|
Real positive samples | TP | FN |
Real negative samples | FP | TN |
Table 1 Confusion matrix of the results
Predicted Positive Samples | Predicted Negative Samples | |
---|---|---|
Real positive samples | TP | FN |
Real negative samples | FP | TN |
Network Structure | Antenna Side | Antenna Top | MAP |
---|---|---|---|
YOLO | 78.62% | 74.21% | 76.42% |
YOLOV3 | 80.34% | 77.85% | 79.10% |
original SSD | 84.34% | 80.52% | 82.58% |
Mobile-SSD | 87.42% | 84.78 % | 86.18% |
Table 2 Comparison of results of the accurary of each model
Network Structure | Antenna Side | Antenna Top | MAP |
---|---|---|---|
YOLO | 78.62% | 74.21% | 76.42% |
YOLOV3 | 80.34% | 77.85% | 79.10% |
original SSD | 84.34% | 80.52% | 82.58% |
Mobile-SSD | 87.42% | 84.78 % | 86.18% |
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