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. 2024 Sep 14;10(19):e37962. doi: 10.1016/j.heliyon.2024.e37962

Table 4.

Accuracy over different training methods. Our best results were obtained by fine-tuning in-domain representations captured by the SimSiam algorithm on PatternNet dataset (Averaged over 5 runs).

Target dataset →
UCM EuroSAT AID
Method ↓
Scratch [17] 95.7 98.5 95.5
ImageNet [17] 99.2 99.1 96.6
Supervised 99.6 99.2 96.8
In-Domain [17]
Sim-PatternNet 99.9 99.3 97.83