Researching | Remote Sensing Image Sample Augmentation Method based on Pix2pix Network

Remote Sensing Technology and Application, Volume. 39, Issue 5, 1151(2024)

Remote Sensing Image Sample Augmentation Method based on Pix2pix Network

Weiyi XIE, Xijie XU, Xiaoping RUI, and Yarong ZOU

Author Affiliations

School of Earth Sciences and Engineering， Hohai University， Nanjing211100， China

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References (34)

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Figures & Tables(6)

Fig. 1. The experimental datasets

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Fig. 2. The principle diagram of GANs

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Fig. 3. The principle diagram of Pix2pix

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Fig. 4. The prediction results

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Fig. 5. The similarity between predicted images and real images

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Table 1. Table 1Part of the Pix2pix network parameter settings
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Table 1. Table 1Part of the Pix2pix network parameter settings
参数具体设置
批处理大小 1
学习率 0.000 2
训练epoch 30
训练方向 BtoA
lamda_l1_weight 100.0
Gan_weight 1.0

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Weiyi XIE, Xijie XU, Xiaoping RUI, Yarong ZOU. Remote Sensing Image Sample Augmentation Method based on Pix2pix Network[J]. Remote Sensing Technology and Application, 2024, 39(5): 1151

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Paper Information

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Received: Apr. 18, 2023

Accepted: --

Published Online: Jan. 7, 2025

The Author Email:

DOI:10.11873/j.issn.1004-0323.2024.5.1151

Topics

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