Yuqing Liu, Yaru Wang, Luyao Huang. Fish Recognition and Detection Based on FML-Centernet Algorithm[J]. Laser & Optoelectronics Progress, 2022, 59(16): 1615002
- Laser & Optoelectronics Progress
- Vol. 59, Issue 16, 1615002 (2022)
Fig. 1. Network model structure of proposed algorithm
Fig. 2. Network structure of FFM
Fig. 3. Image space geometric transformation. (a) Original image; (b) mirror image; (c) flip; (d) spin
Fig. 4. Label data
Fig. 5. Target dataset
Fig. 6. Loss function curve of Centernet
Fig. 7. Loss function curve of FMCenternet
Fig. 8. Loss function curve of FML-Centernet
Fig. 9. Partial recognition results. (a) (b) Faster-RCNN; (c) (d) YOLOV4; (e) (f) FML-Centernet
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Table 1. Comparative analysis experiments of different algorithms
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Table 2. Comparative analysis of experimental results of different network models
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Table 3. Verification results of different network models on target test set
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