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DIML

Benchmarks

Task NameDataset NameSOTA ResultTrend
Depth Super-ResolutionDIML Microsoft Kinect (test)
MSE4.4
24
Monocular Depth EstimationDIML Outdoor (test)
Delta 1 Acc70
10
Guided Depth Super-resolutionDIML x16 upsampling
MSE9.45
10
Guided Depth Super-resolutionDIML x8 upsampling
MSE3.51
10
Guided Depth Super-resolutionDIML x4 upsampling
MSE1.68
10
Guided Depth Super-resolutionDIML
MSE4.95
9
Monocular Depth EstimationDIML Outdoor (unseen test)
Delta 1 Accuracy29.2
7
Depth EstimationDIML Outdoor zero-shot
Delta 160.2
7
Depth Super-ResolutionDIML (test)
MAPE0.7
7
Monocular Depth EstimationDIML (test)
Abs Rel0.163
6
Guided Depth Super-ResolutionDIML Indoor (test)
MSE38.6
3
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