Liming Wei, Kui Zhao, Ning Wang, Zhongyan Zhang, Haipeng Cui. Fine-Grained Fish Disease Image Recognition Algorithm Model[J]. Laser & Optoelectronics Progress, 2023, 60(16): 1610005
- Laser & Optoelectronics Progress
- Vol. 60, Issue 16, 1610005 (2023)
Fig. 1. Fine grained fish disease identification model CViT-FDRM
Fig. 2. embedding layer of CViT FDRM model
Fig. 3. Model classification visualization
Fig. 4. Transformer encoder layer of CViT-FDRM model
Fig. 5. Visualization of algorithms calculation process
Fig. 6. Schematic diagrams of fish epidemic disease
Fig. 7. Comparison before and after treatment. (a) Data before image processing; (b) data after image processing
Fig. 8. Training results of CViT-FDRM fine granular classification model
Fig. 9. Classification confusion matrix of CViT-FDRM model
Fig. 10. Classification results of BN and GN methods under different batches. (a) Classification results of BN; (b) classification results of GN
Fig. 11. P-R curves of different normalization methods
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Table 1. Test machine configuration
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Table 2. Classification effect of CViT-FDRM in FishData01 dataset
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Table 3. Comparison of classification effects of classical models
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