BSDS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Boundary Detection | BSDS 500 (test) | ODS84.8 | 185 | |
| Super-Resolution | BSDS100 (test) | PSNR32.1 | 89 | |
| Image Super-Resolution | BSDS100 | PSNR32.62 | 85 | |
| Classic Image Super-Resolution | BSDS100 (test) | PSNR32.71 | 78 | |
| Image Compressed Sensing | BSDS100 (test) | PSNR38.07 | 78 | |
| Boundary Detection | BSDS500 | ODS F-score0.859 | 37 | |
| Edge Detection | BSDS v1 (test) | ODS85.4 | 32 | |
| Super-Resolution | BSDS100 2x | PSNR32.42 | 32 | |
| Super-Resolution | BSDS100 | PSNR31.9 | 31 | |
| Super-Resolution | BSDS100 4x | PSNR27.82 | 28 | |
| Density Estimation | BSDS300 (test) | NLL (nats)-157.73 | 25 | |
| Image Segmentation | BSDS500 (test) | SC23.05 | 11 | |
| Hybrid-degradation restoration (LR4 & JPEG30) | BSDS100 | PSNR25.08 | 10 | |
| Hybrid-degradation restoration (LR4 & Noise30) | BSDS100 | PSNR25.02 | 10 | |
| Image Restoration | BSDS100 | PSNR23.71 | 9 | |
| Gaussian Denoising | BSDS300 sigma=50 sRGB | PSNR28.65 | 8 | |
| Unconditional density estimation | BSDS300 (test) | Avg Test Log Likelihood (nats)156.36 | 8 | |
| Compression Artifacts Reduction | BSDS500 (test) | PSNR29.87 | 8 | |
| Density Estimation | BSDS300 d=63; N=1,300,000 (test) | Avg Test LL159.8 | 8 | |
| Image Super-Resolution | BSDS100 | LPIPS0.1398 | 7 | |
| Superpixel Segmentation | BSDS 481 x 321 (test) | ASA97 | 6 | |
| Crisp Edge Detection | BSDS | AC Score93 | 5 | |
| Density Estimation | BSDS300 d=63 (test) | NLL-157.75 | 3 | |
| Image Denoising | BSDS300 Impulse Noise (test) | PSNR37.48 | 3 | |
| Image Denoising | BSDS300 Binomial Noise (test) | PSNR32.32 | 3 |
Showing 25 of 26 rows