NUS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Color Constancy | NUS-8 (three-fold cross val) | Mean Angular Error (MAE)1.57 | 31 | |
| Raw Image Reconstruction | NUS Samsung NX2000 | PSNR49.57 | 29 | |
| Keyphrase extraction | NUS | F1@523.95 | 28 | |
| Multi-view Classification | NUS | Accuracy66.8 | 26 | |
| Illuminant Estimation | NUS-8 (test) | Mean Error2.07 | 21 | |
| Raw Image Reconstruction | NUS dataset | PSNR48.32 | 20 | |
| Multi-view Clustering | NUS | NMI18.11 | 12 | |
| Lossless Image Compression | NUS Samsung NX2000 (test) | Bits Per Pixel (bpp)5.83 | 8 | |
| Lossless Image Compression | NUS Panasonic GX1 (test) | Bits Per Pixel (bpp)5.99 | 8 | |
| Lossless Image Compression | NUS Olympus EPL6 (test) | Bits Per Pixel (bpp)5.11 | 8 | |
| Lossless Image Compression | NUS Canon 600D (test) | bpp7.47 | 8 | |
| Lossless Image Compression | NUS Canon 1Ds MkIII (test) | Bits Per Pixel (bpp)6.79 | 8 | |
| Colorimetric Mapping | NUS Samsung NX2000 1.0 | Mean Angular Error0.92 | 8 | |
| Colorimetric Mapping | NUS Panasonic Lumix DMC-GX1 1.0 | Mean Angular Error1.16 | 8 | |
| Colorimetric Mapping | NUS Olympus E-PL6 1.0 | Mean Angular Error1.16 | 8 | |
| Colorimetric Mapping | NUS Nikon D5200 1.0 | Mean Angular Error1 | 8 | |
| Video Stabilization | NUS Zooming | Cropping Quality100 | 8 | |
| Video Stabilization | NUS Running | Cropping100 | 8 | |
| Video Stabilization | NUS (Regular) | Cropping Quality100 | 8 | |
| Video Stabilization | NUS (Rotation) | Cropping Quality99.9 | 8 | |
| Video Stabilization | NUS Parallax | Cropping100 | 8 | |
| Video Stabilization | NUS (Crowd) | Cropping Score100 | 8 | |
| Video Stabilization | NUS Average of All Categories | Cropping100 | 8 | |
| Present keyphrase generation | NUS | F1@30.355 | 8 | |
| Absent Keyphrase Generation | NUS | F1@50.042 | 6 |
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