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Dayton

Benchmarks

Task NameDataset NameSOTA ResultTrend
Aerial-to-Ground Image SynthesisDayton 256x256
Top-1 Accuracy2.559
22
Ground-to-Aerial Image SynthesisDayton 64x64
Top-1 Accuracy1.4302
18
Aerial-to-Ground Image SynthesisDayton 64x64
Top-1 Accuracy1.6961
18
Ground-to-Aerial Image SynthesisDayton 256x256
Top-1 Accuracy33.7
14
Cross-view Image Translation (aerial-to-ground)Dayton (test)
Top-1 Accuracy48.17
9
Cross-view Image TranslationDayton 64x64 (test)
SSIM0.6865
9
Cross-view image synthesisDayton 256 x 256
Top-1 Accuracy30.16
8
Cross-view image synthesisDayton 64 x 64
Top-1 Accuracy16.63
8
Cross-view Image TranslationDayton 256x256 (test)
SSIM0.5938
8
Cross-view Image SynthesisDayton 64x64 (test)
SSIM0.5171
6
Ground-to-Aerial Image SynthesisDayton 256x256 (test)
Inception Score (All Classes)3.7196
5
Ground-to-Aerial Image SynthesisDayton 64x64 (test)
Inception Score (All Classes)2.3015
5
Aerial-to-Ground Image SynthesisDayton 256x256 (test)
Inception Score (Overall)3.8319
5
Aerial-to-Ground Image SynthesisDayton 64x64 (test)
IS (all classes)2.3534
5
Ground-to-Aerial Image SynthesisDayton 256 x 256
FID69.73
4
Ground-to-Aerial Image SynthesisDayton 64 x 64
FID239.94
4
Aerial-to-Ground Image SynthesisDayton 256 x 256
FID46.34
4
Aerial-to-Ground Image SynthesisDayton 64 x 64
FID227.16
4
Ground-to-Aerial SynthesisDayton 256 x 256
SSIM27.63
4
Ground-to-Aerial SynthesisDayton 64 x 64
SSIM36.82
4
Aerial-to-Ground SynthesisDayton 256 x 256
SSIM0.5031
4
Aerial-to-Ground SynthesisDayton 64 x 64
SSIM0.5171
4
Semantic SegmentationDayton a2g
Per-Class Accuracy64.15
3
Cross-view Image SynthesisDayton 256x256 (test)
SSIM0.2763
3
Cross-View SynthesisDayton 256x256 (test)
SSIM0.5031
3
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