SID
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Low-light image enhancement | SID | PSNR25.88 | 70 | |
| Low-light image enhancement | SID (test) | PSNR28.88 | 32 | |
| Speaker Identification | SID | Accuracy94.8 | 30 | |
| Low-light raw denoising | SID Sony (test) | PSNR41.95 | 15 | |
| Low-light raw denoising | SID Sony (val) | PSNR43.16 | 15 | |
| Adversarial Attack | SID-Set | Auxiliary Accuracy93.5 | 12 | |
| Noise Modeling | SID Sony (test) | AKLD0.075 | 12 | |
| Forgery Detection | SID-Set | Real Accuracy99.8 | 11 | |
| Low-light Image Enhancement | SID-Sony Bayer RAW | PSNR30.62 | 10 | |
| RAW Image Denoising | SID Sony x300 gain (test) | PSNR37.3627 | 10 | |
| RAW Image Denoising | SID Sony x250 gain (test) | PSNR39.3419 | 10 | |
| RAW Image Denoising | SID Sony x100 gain (test) | PSNR41.9842 | 10 | |
| Low-light image enhancement | SID | User Study Score3.39 | 10 | |
| Image-level forgery detection | SID | Accuracy91.6 | 9 | |
| Pixel-level image forgery localization | SID ID (evaluation) | mIoU58 | 9 | |
| Object Detection | SID Sony (test) | Object Count4.225 | 8 | |
| Depth Estimation | SID Sony (test) | RMSE0 | 8 | |
| Burst low-light enhancement | SID SONY (test) | PSNR33.13 | 7 | |
| Burst low-light image enhancement | SID Sony 6 | PSNR33.34 | 7 | |
| Raw Image Denoising | SID ISO 300 | PSNR36.29 | 7 | |
| Raw Image Denoising | SID ISO 250 | PSNR37.08 | 7 | |
| Raw Image Denoising | SID ISO 100 | PSNR38.6 | 7 | |
| Low-light Denoising | SID | PSNR26.8 | 6 | |
| Image Forgery Localization | SID-Set (test) | AUC99 | 6 | |
| Low-Light Image Enhancement | SID Sony (val) | LPIPS0.092 | 6 |
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