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CAVE

Benchmarks

Task NameDataset NameSOTA ResultTrend
Spectral Compressive Imaging ReconstructionCAVE 10 scenes (test)
PSNR39.78
55
HSI Super-ResolutionCAVE Glass Tiles MS (test)
MPSNR32.78
21
Hyperspectral Image DenoisingCAVE (test)
MPSNR49.16
12
Super-ResolutionCAVE x8 scale factor (test)
Avg PSNR (dB) [sigma=1.5]32.53
11
Super-ResolutionCAVE x4 scale factor (test)
PSNR (dB) [sigma=1.5]37.2
11
Super-ResolutionCAVE x2 scale factor (test)
PSNR (dB) [sigma=1.5]41.32
11
Spectral ReconstructionCAVE
RMSE1.84
11
Super-resolutionCAVE Fake and Real Beers MS dataset Downsample Rate x8 (test)
MPSNR30.46
7
Super-resolutionCAVE Fake and Real Beers MS dataset Downsample Rate x4 (test)
MPSNR33.75
7
Hyperspectral Image FusionCAVE x8 out-of-distribution 10 examples (test)
PSNR41.46
7
Hyperspectral Image FusionCAVE x4 in-distribution 10 examples (test)
PSNR45.96
7
Hyperspectral Image FusionCAVE x32 out-of-distribution 10 examples (test)
PSNR28.06
6
Hyperspectral Image FusionCAVE x16 out-of-distribution 10 examples (test)
PSNR31.84
6
Poisson denoisingCAVE (test)
PSNR24.08
6
Motion deblurringCAVE (test)
PSNR31.05
6
Hyperspectral Image DeconvolutionCAVE Columbia Multispectral Database
RMSE4.33
5
Hyperspectral Image FusionCAVE x5.7 fractional scale (test)
PSNR43.49
5
Hyperspectral Image FusionCAVE x3.2 fractional scale (test)
PSNR45.02
5
Hyperspectral Image Super-ResolutionCAVE (test)
MPSNR33.5
4
Inspection Mission PlanningCave Virtual Environment 1.0 (virtual experiment)
Distance (m)696
4
Autonomous ExplorationCave EPIC
Traversal Time (s)934.58
2
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