Review Article
Algorithm Comparison and Evaluation of GAN Models Based on Image Transferring from Desert to Green Field
Table 1
List of selected methods, including model name, publication year, and the type of training data, whether multimodal or not and corresponding insights.
| Method | Publication | Data | Multimodal | Insights |
| CycleGAN | 2017 | Unpaired | No | Cyclic loss | GcGAN | 2019 | Unpaired | No | One-sided UI2I; geometric transformation preservation | CUT | 2020 | Unpaired | No | One-sided UI2I; contrastive learning | FastCUT | 2020 | Unpaired | No | One-sided UI2I; contrastive learning | DCLGAN | 2021 | Unpaired | No | Two-sided UI2I; contrastive learning | SimDCL | 2021 | Unpaired | No | Two-sided UI2I; contrastive learning | LSeSim | 2021 | Unpaired | No | One-sided UI2I; self-similarity |
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