Depth Estimation on Heidelberg Light Field Benchmark
36.53Boxes PSNR (dB)Plane Sweeping (baseline)
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Plane Sweeping (baseline)Year=—, Type=Sweep, Runtime source=Original paper (⋆)2025.08 | 36.53 | 349.1 | 35.02 | 322.8 | 27.34 | 362 | 32.96 | |
| Zhang et al.Year=2022, Type=Attn., Runtime source=Estimated (†)2025.08 | 33.7 | 95 | 34.5 | 92 | 26.4 | 98 | 31.53 | |
| Zhang et al.Year=2020, Type=Sweep2025.08 | 33.1 | 310 | 32.8 | 298 | 24.6 | 321 | 30.17 | |
| Liu et al.Year=2021, Type=CNN, Runtime source=Estimated (†)2025.08 | 32.8 | 78 | 34.2 | 75 | 26.1 | 80 | 31.03 | |
| Wang et al.Year=2022, Type=CNN, Runtime source=Estimated (†)2025.08 | 31.5 | 61 | 33.6 | 59 | 25.6 | 63 | 30.23 | |
| Sohn et al.Year=2022, Type=Attn., Runtime source=Estimated (†)2025.08 | 30.2 | 52 | 33.1 | 50 | 25.1 | 54 | 29.47 | |
| Li et al.Year=2021, Type=CNN, Runtime source=Estimated (†)2025.08 | 29.4 | 45 | 32.1 | 43 | 24.8 | 46.5 | 28.77 | |
| Yucer et al.Year=2016, Type=Sweep2025.08 | 28.4 | 280 | 30.2 | 261 | 22.7 | 294 | 27.1 | |
| Jin et al.Year=2021, Type=CNN, Runtime source=Estimated (†)2025.08 | 27.8 | 30 | 31.5 | 28.5 | 23.4 | 31.2 | 27.57 | |
| DSER (Ours) — EPI2 FinalYear=2025, Type=Hybrid2025.08 | 26.3 | 20 | 32.96 | 19.8 | 26.86 | 21 | 28.71 | |
| EPI1 (baseline)Year=—, Type=EPI, Runtime source=Original paper (⋆)2025.08 | 25.57 | 191.3 | 30.71 | 194.3 | 20.64 | 185.8 | 25.64 | |
| DSER (Ours) — EPI-FCR Level 0Year=2025, Type=Hybrid2025.08 | 25.57 | 191.3 | 30.71 | 194.3 | 20.64 | 185.8 | 25.64 | |
| Zhang et al.Year=2025, Type=EPI2025.08 | 25.1 | 140 | 30.1 | 138 | 22.5 | 135 | 25.9 | |
| Gao et al.Year=2022, Type=EPI2025.08 | 24.3 | 155 | 29.5 | 160 | 21.8 | 148 | 25.2 | |
| LSGYear=2017, Type=Grad., Runtime source=Original paper (⋆)2025.08 | 23.11 | 19.9 | 28.65 | 19.4 | 20.33 | 21.8 | 24.03 | |
| Anisimov et al.Year=2017, Type=Grad.2025.08 | 21.3 | 12.4 | 25.4 | 11.9 | 18.1 | 13.2 | 21.6 | |
| Kim et al.Year=2013, Type=Grad.2025.08 | 19.84 | — | 22.11 | — | 16.5 | — | 19.48 |