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CAVE

Benchmarks

Task NameDataset NameSOTA ResultTrend
Spectral Compressive Imaging ReconstructionCAVE 10 scenes (test)
PSNR39.78
55
Image DenoisingCAVE (test)
PSNR35.58
45
Hyperspectral Image Super-ResolutionCAVE (test)
SAM2.0238
39
Image DenoisingCAVE Case 2
PSNR37.13
23
Image DenoisingCAVE Case 1
PSNR34.04
21
InpaintingCAVE Toys Flowers 256 x 256 x 31
PSNR47.74
21
HSI Super-ResolutionCAVE Glass Tiles MS (test)
MPSNR32.78
21
Image DenoisingCAVE Case 5
PSNR32.55
13
Image DenoisingCAVE Case 4
PSNR38.88
13
Image DenoisingCAVE Case 3
PSNR35.44
13
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
DenoisingCAVE 200x200x31 Simulated (Case 5)
PSNR25.7411
10
DenoisingCAVE 200x200x31 Simulated (Case 4)
PSNR24.4118
10
DenoisingCAVE 200x200x31 Simulated (Case 3)
PSNR27.3106
10
DenoisingCAVE 200x200x31 Simulated (Case 1)
PSNR31.8896
10
Hyperspectral image fusionCAVE
D_lambda0.0715
9
Hyperspectral Image FusionCAVE (test)
PSNR42.15
9
Image DenoisingCAVE jelly beans Case 5
PSNR (max)31.33
8
Image DenoisingCAVE jelly beans Case 4
PSNR (Max)33.6
8
LocalizationCave 02
ATE (cm)4.57
7
Super-resolutionCAVE Fake and Real Beers MS dataset Downsample Rate x8 (test)
MPSNR30.46
7
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