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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