Xiaoyu Song, Liting Jin, Yang Zhao, Yue Sun, Tong Liu. Plant Image Recognition with Complex Background Based on Effective Region Screening[J]. Laser & Optoelectronics Progress, 2020, 57(4): 041016
- Laser & Optoelectronics Progress
- Vol. 57, Issue 4, 041016 (2020)
Fig. 1. Structure of CNN
Fig. 2. Principle diagram of Mask R-CNN effective region screening
Fig. 3. Partial data display of open dataset. (a) Dataset partial pictures of Oxford 102 Flowers; (b) dataset partial pictures of Flavia
Fig. 4. Number of different types of plants in GLT datasets
Fig. 5. Flow chart of MRC-GoogleNet model
Fig. 6. Plant image recognition model based on effective region screening
Fig. 7. Accuracy versus Epoch. (a) AlexNet model; (b) GoogleNet model; (c) MRC-GoogleNet model
Fig. 8. Loss value versus Epoch. (a) AlexNet model; (b) GoogleNet model; (c) MRC-GoogleNet model
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Table 1. Parameters of screening model CNN
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Table 2. Training parameters of GoogleNet model
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Table 3. Comparison results of model accuracy
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Table 4. Recognition accuracy of different plant species
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