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Phototourism

Benchmarks

Task NameDataset NameSOTA ResultTrend
Relative Pose EstimationPhotoTourism (test)
mAP@5°67.58
30
Novel View SynthesisPhototourism (additional scenes)
PSNR22.95
15
Novel View SynthesisPhototourism Trevi Fountain R/2 downsampled (test)
PSNR24.45
11
Novel View SynthesisPhototourism Sacre Coeur R/2 downsampled (test)
PSNR24.99
11
Novel View SynthesisPhototourism Brandenburg Gate R/2 downsampled (test)
PSNR29.65
11
Camera Pose EstimationPhototourism (additional scenes)
Rotation Error2.644
10
Relative pose estimationPhotoTourism SPSG 4K minimal samples (test)
mAA (e)0.919
9
Relative Pose EstimationPhotoTourism RootSIFT (test)
mAA (Error)82.7
9
Camera pose estimationPhototourism Large noise
ATE0.2664
8
Camera pose estimationPhototourism Medium noise
ATE0.2645
8
Camera pose estimationPhototourism Small noise
ATE0.2641
8
Novel View SynthesisPhotoTourism Taj Mahal NeRF-W
PSNR25.15
8
Video GenerationPhototourism (test)
Consistency1
5
Novel View SynthesisPhotoTourism NeRF-W (Mean)
PSNR24.06
5
Novel View SynthesisPhotoTourism NeRF-W (Brandenburg Gate)
PSNR26.5
5
Novel View SynthesisPhototourism variable appearance (test)
PSNR27
5
Camera Pose EstimationPhotoTourism (Mean)
Rotation Error (deg)1.053
4
Camera Pose EstimationPhotoTourism Sacre Coeur
Rotation Error (deg)1.452
4
Camera Pose EstimationPhotoTourism Taj Mahal
Rotation Error (deg)0.549
4
Camera Pose EstimationPhotoTourism Trevi Fountain
Rotation Error (deg)1.59
4
Camera Pose EstimationPhotoTourism Brandenburg Gate
Rotation Error (deg)0.621
4
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