Research Article
Extreme Image Classification Algorithm Based on Multicore Dense Connection Network
Table 4
Recall and accuracy of each model.
| | Model | Clean | Haze | Raindrop | Rain streak | Low illumination | Blur | AP | AR | | P | R | P | R | P | R | P | R | P | R | P | R |
| | MDCNet | 86.67% | 91.00% | 89.77% | 96.50% | 93.14% | 95.50% | 96.88% | 93.00% | 95.24% | 90.00% | 95.77% | 90.50% | 92.92% | 92.75% | | MDCNet (Single1) | 82.41% | 89.00% | 90.05% | 95.00% | 92.39% | 85.00% | 94.47% | 94.00% | 88.04% | 92.00% | 95.03% | 86.00% | 90.39% | 90.16% | | MDCNet (Single2) | 81.53% | 90.50% | 93.03% | 93.50% | 91.96% | 91.50% | 97.44% | 95.00% | 91.15% | 87.50% | 91.62% | 87.50% | 91.12% | 90.91% | | Qiang G et al. | 82.61% | 57.00% | 96.18% | 75.50% | 73.22% | 81.47% | 77.58% | 64.00% | 88.76% | 75.00% | 89.47% | 76.50% | 84.64% | 71.58% | | DenseNet121 | 83.42% | 78.00% | 92.35% | 84.50% | 78.14% | 84.00% | 77.42% | 84.00% | 86.92% | 93.00% | 91.30% | 84.00% | 84.93% | 84.58% | | DenseNet169 | 82.97% | 75.50% | 86.82% | 95.50% | 87.56% | 84.50% | 86.53% | 83.50% | 86.51% | 93.00% | 87.31% | 86.00% | 86.28% | 86.33% | | DenseNet201 | 76.47% | 84.50% | 81.02% | 87.50% | 85.56% | 80.00% | 88.77% | 83.00% | 87.38% | 90.00% | 93.99% | 86.00% | 85.53% | 85.17% | | DenseNet161 | 76.68% | 85.50% | 85.58% | 92.00% | 88.04% | 81.00% | 89.71% | 78.50% | 92.71% | 89.00% | 86.26% | 91.00% | 86.50% | 86.17% | | ResNet18 | 79.73% | 88.50% | 89.00% | 93.00% | 82.46% | 87.00% | 94.85% | 92.00% | 91.76% | 83.50% | 84.00% | 92.31% | 88.35% | 88.00% | | ResNet34 | 90.85% | 69.50% | 87.02% | 90.50% | 85.99% | 89.00% | 81.25% | 97.50% | 88.95% | 84.50% | 90.59% | 91.50% | 87.44% | 87.08% | | ResNet50 | 80.34% | 84.00% | 86.27% | 88.00% | 84.21% | 80.00% | 83.56% | 95.50% | 90.96% | 85.50% | 91.80% | 88.00% | 86.19% | 86.83% | | ResNet101 | 80.24% | 86.50% | 90.37% | 84.50% | 82.93% | 85.00% | 94.16% | 84.00% | 88.56% | 90.00% | 86.12% | 90.00% | 87.06% | 86.67% | | VGG16 | 82.86% | 87.00% | 85.71% | 96.00% | 87.71% | 78.50% | 83.89% | 88.50% | 96.74% | 89.00% | 94.27% | 90.50% | 88.53% | 88.25% | | VGG19 | 89.44% | 80.50% | 96.17% | 88.00% | 80.17% | 95.00% | 82.91% | 97.00% | 93.33% | 91.00% | 96.49% | 82.50% | 89.75% | 89.00% |
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