High Dynamic Range (HDR) Imaging
hdr_imaging
Computational Photography
Photon
Forward-Model Signal Chain
Each primitive represents a physical operation in the measurement process. Arrows show signal flow left to right.
Spec Notation
M → Σ → D
Benchmark Variants & Leaderboards
High Dynamic Range (HDR) Imaging
High Dynamic Range (HDR) Imaging
Spec Notation
M → Σ → D
Standard Leaderboard (Top 10)
| # | Method | Score | PSNR (dB) | SSIM | Trust | Source |
|---|---|---|---|---|---|---|
| 🥇 | DiffusionPhoto | 0.886 | 38.82 | 0.978 | ✓ Certified | Zhang et al., NeurIPS 2024 |
| 🥈 | HDRFormer | 0.872 | 38.15 | 0.972 | ✓ Certified | Eilertsen et al., ICCV 2024 |
| 🥉 | DeblurGaussian | 0.862 | 37.68 | 0.968 | ✓ Certified | Liang et al., CVPR 2024 |
| 4 | PhotoFormer | 0.846 | 36.48 | 0.976 | ✓ Certified | Zhang et al., ICCV 2024 |
| 5 | Uformer | 0.833 | 36.2 | 0.960 | ✓ Certified | Wang et al., CVPR 2022 |
| 6 | ScorePhoto | 0.827 | 35.49 | 0.971 | ✓ Certified | Wei et al., ECCV 2025 |
| 7 | U-Net | 0.819 | 35.1 | 0.968 | ✓ Certified | Ronneberger et al., MICCAI 2015 |
| 8 | HDR-CNN | 0.804 | 34.9 | 0.945 | ✓ Certified | Eilertsen et al., ACM TOG 2017 |
| 9 | LaplacianFormer | 0.780 | 33.16 | 0.954 | ✓ Certified | Chen et al., CVPR 2022 |
| 10 | PnP-ADMM | 0.752 | 31.89 | 0.941 | ✓ Certified | Venkatakrishnan et al., 2013 |
Showing top 10 of 14 methods. View all →
Mismatch Parameters (3) click to expand
| Name | Symbol | Description | Nominal | Perturbed |
|---|---|---|---|---|
| camera_response_function_error | c_r | Camera response function error (-) | 0.0 | 2.0 |
| exposure_ratio_error | e_r | Exposure ratio error (-) | 0.0 | 2.0 |
| ghost_artifact_(motion_between_exposures) | g_a | Ghost artifact (motion between exposures) (px) | 0.0 | 1.0 |