Pan Huang, Xiaogang Yang, Ruitao Lu, Zhenliang Chang, Chuang Liu. Data augmentation method of infrared ship target based on spatial association[J]. Infrared and Laser Engineering, 2021, 50(12): 20210281
- Infrared and Laser Engineering
- Vol. 50, Issue 12, 20210281 (2021)
Fig. 1. Flow chart of the data augmentation algorithm with infrared ship target
Fig. 2. Structure of the data augmentation algorithm based on feature space
Fig. 3. Diagram of the improved generator structure
Fig. 4. Structure of the In-SE channel attention module
Fig. 5. Structure of the discriminator
Fig. 6. Results of infrared ship data augmentation based on geometric space
Fig. 7. Results of infrared ship data augmentation based on feature space
Fig. 8. Comparison of the loss curves of each experimental group on different algorithms
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Table 1. Various experimental groups with different joint ratios
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Table 2. Data augmentation comparison of target detection mAP
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