Table 2 The experimental data of fast Rcnn and experimental results
From: Fast image recognition of transmission tower based on big data
Experimental data of fast Rcnn | Experimental results | ||||||
|---|---|---|---|---|---|---|---|
NO. | Label name | Number of data sets | Training Set: Validation Set | Number of iterations | Training model | The number of identified transmission tower photos | Recognition accuracy |
1 | transmission tower | 1886 | 6–4 | 70,000 | VGG16 (end 2 end) | 31 photos identified from 44 photos | 0.71 |
2 | transmission tower | 1886 | 6–4 | 10,000 | VGG16 (map: 0.85) | 38 photos identified from 44 photos | 0.86 |
3 | transmission tower | 1886 | 6–4 | 10,000 | ZF | 27 photos identified from 44 photos | 0.61 |
4 | transmission tower | 1886 | 7–3 | 10,000 | VGG16 (4 stages map: 0.77) | 32 photos identified from 44 photos | 0.73 |
5 | transmission tower | 1886 | 8–2 | 10,000 | VGG16 (4 stages map: 0.7942) | 34 photos identified from 44 photos | 0.77 |