Yuchen Jiang, Bin Zhu. Data Augmentation for Remote Sensing Image Based on Generative Adversarial Networks Under Condition of Few Samples[J]. Laser & Optoelectronics Progress, 2021, 58(8): 0810022
- Laser & Optoelectronics Progress
- Vol. 58, Issue 8, 0810022 (2021)
Fig. 1. Basic structural frame of GAN
Fig. 2. Data augmentation process of remote sensing image
Fig. 3. Structural diagram of discrimination model
Fig. 4. Examples of generated samples. (a)(b) Chimney; (c)(d) basketball court; (e)(f) stadium
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Table 1. Comparison of FID values of generated target on DIOR datasets
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Table 2. Comparison of FID values of generated target on RSOD datasets
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Table 3. Comparison of detection accuracy for adding different percent of enhancement data on DIOR dataset%
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Table 4. Comparison of detection accuracy for adding different percent of enhancement data on RSOD dataset%
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