Ying Chen, Shuhui Gao. Forgery Numeral Handwriting Detection Based on Fire Module Convolutional Neural Network[J]. Laser & Optoelectronics Progress, 2020, 57(22): 221019
- Laser & Optoelectronics Progress
- Vol. 57, Issue 22, 221019 (2020)
Fig. 1. Fire Module structure
Fig. 2. Network structure. (a) FNNet structure; (b) AlexNet structure
Fig. 3. Part dataset examples. (a) Normal samples; (b) forgery samples
Fig. 4. ROC curves of six forged figures
Fig. 5. Comparison of test accuracy between FNNet and AlexNet
Fig. 6. Test accuracy of FNNet and other algorithms
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Table 1. Dimension parameters of FNNet
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Table 2. Composition of dataset
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Table 3. Classification and loss performances of number of neurons in fully connected layer
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Table 4. Results of training and testing of proposed network
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Table 5. Parameter comparison of FNNet and AlexNet
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