# Blind Face Restoration on WebPhoto (test) Source: [Blind Face Restoration on WebPhoto (test)]() Collection index: [llms.txt]() Data updated: 2026-04-01T08:43:27.727Z Evaluation of Blind Face Restoration performance on the test split of the WebPhoto dataset, measured using FID. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Blind Face Restoration | | Dataset (including any stated split) | WebPhoto (test) | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 50 of 50 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [FID](): Lower is better; unit: SCALAR. - [MUSIQ](): Higher is better; unit: SCALAR. - [KID](): Lower is better; unit: SCALAR. - [NIQE](): Higher is better; unit: SCALAR. - [Precision](): Higher is better; unit: PERCENT. - [IndRMSE](): Lower is better; unit: SCALAR. - [HyperIQA](): Higher is better; unit: PERCENT. - [TopIQ](): Higher is better; unit: PERCENT. - [MANIQA](): Higher is better; unit: PERCENT. - [User Study Score (0-5)](): Higher is better; unit: SCALAR. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | VQFR | 75.348 | Not recorded | 68fa72901e209131cea571bc | | VQFR | 75.38 | Not recorded | 68fa74341e209131cea606d0 | | VQFRv1 | 75.57 | Not recorded | 68fa76d51e209131cea6f647 | | RestoreFormer++ | 75.6 | Not recorded | 68fa76d51e209131cea6f647 | | RestoreFormer | 77.33 | Not recorded | 68fa72901e209131cea571bc | | RestoreFormer | 77.36 | Not recorded | 68fa74341e209131cea606d0 | | RestoreFormer | 77.8 | Not recorded | 68fa76d51e209131cea6f647 | | DifFace | 80.05 | Not recorded | 68fa76d51e209131cea6f647 | | GPEN | 80.572 | Not recorded | 68fa72901e209131cea571bc | | PMRF | 81.06 | Not recorded | 68fa76d51e209131cea6f647 | | WaveFace | 81.525 | Not recorded | 68fa72901e209131cea571bc | | DifFace | 81.6 | Not recorded | 68fa74341e209131cea606d0 | | CodeFormer | 83.193 | Not recorded | 68fa72901e209131cea571bc | | CodeFormer | 83.27 | Not recorded | 68fa74341e209131cea606d0 | | VQFRv2 | 83.52 | Not recorded | 68fa76d51e209131cea6f647 | | CodeFormer | 84.17 | Not recorded | 68fa76d51e209131cea6f647 | | BFRffusion | 84.83 | Not recorded | 68fa76d51e209131cea6f647 | | PSFRGAN | 85.03 | Not recorded | 68fa74341e209131cea606d0 | | PULSE | 86.05 | Not recorded | 68fa74341e209131cea606d0 | | GFPGAN | 87.57 | Not recorded | 68fa74341e209131cea606d0 | | GFP-GAN | 87.584 | Not recorded | 68fa72901e209131cea571bc | | DifFace | 87.811 | Not recorded | 68fa72901e209131cea571bc | | GFPGAN | 88.43 | Not recorded | 68fa76d51e209131cea6f647 | | DiffBIR | 92.82 | Not recorded | 68fa76d51e209131cea6f647 | | Gen2Res | 96.44 | Not recorded | 68fa73651e209131cea5c309 | | CodeFormer | 98.55 | Not recorded | 68fa73651e209131cea5c309 | | VQFR | 105.94 | Not recorded | 68fa73651e209131cea5c309 | | DR2 | 108.81 | Not recorded | 68fa74341e209131cea606d0 | | DR2 | 112.344 | Not recorded | 68fa72901e209131cea571bc | | GFPGAN | 114.15 | Not recorded | 68fa73651e209131cea5c309 | | DOT | 125.6 | Not recorded | 68fa76d51e209131cea6f647 | | SwinIR | 132.1 | Not recorded | 68fa76d51e209131cea6f647 | | DR2(+VQFR) | 143.96 | Not recorded | 68fa73651e209131cea5c309 | | Input | 161.82 | Not recorded | 68fa73651e209131cea5c309 | | Input | 170.112 | Not recorded | 68fa72901e209131cea571bc | ### VQFR FID: 75.348. Result ID: 69925cfd3a6c3148490e72d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VQFR FID: 75.38. Result ID: 699335273a6c314849146f83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Images":"407"}. This record does not assert independent reproduction. ### VQFRv1 FID: 75.57. Result ID: 6994632b3a6c3148491cec6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RestoreFormer++ FID: 75.6. Result ID: 6994632b3a6c3148491cec6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RestoreFormer FID: 77.33. Result ID: 69925cfd3a6c3148490e72d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RestoreFormer FID: 77.36. Result ID: 699335273a6c314849146f82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Images":"407"}. This record does not assert independent reproduction. ### RestoreFormer FID: 77.8. Result ID: 6994632b3a6c3148491cec6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DifFace FID: 80.05. Result ID: 6994632b3a6c3148491cec71. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPEN FID: 80.572. Result ID: 69925cfd3a6c3148490e72d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PMRF FID: 81.06. Result ID: 6994632b3a6c3148491cec73. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WaveFace FID: 81.525. Result ID: 69925cfd3a6c3148490e72d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DifFace FID: 81.6. Result ID: 699335273a6c314849146f86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Images":"407"}. This record does not assert independent reproduction. ### CodeFormer FID: 83.193. Result ID: 69925cfd3a6c3148490e72d5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CodeFormer FID: 83.27. Result ID: 699335273a6c314849146f84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Images":"407"}. This record does not assert independent reproduction. ### VQFRv2 FID: 83.52. Result ID: 6994632b3a6c3148491cec6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CodeFormer FID: 84.17. Result ID: 6994632b3a6c3148491cec6c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BFRffusion FID: 84.83. Result ID: 6994632b3a6c3148491cec72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PSFRGAN FID: 85.03. Result ID: 699335273a6c314849146f80. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Images":"407"}. This record does not assert independent reproduction. ### PULSE FID: 86.05. Result ID: 699335273a6c314849146f7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Images":"407"}. This record does not assert independent reproduction. ### GFPGAN FID: 87.57. Result ID: 699335273a6c314849146f81. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Images":"407"}. This record does not assert independent reproduction. ### GFP-GAN FID: 87.584. Result ID: 69925cfd3a6c3148490e72d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DifFace FID: 87.811. Result ID: 69925cfd3a6c3148490e72d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GFPGAN FID: 88.43. Result ID: 6994632b3a6c3148491cec6f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiffBIR FID: 92.82. Result ID: 6994632b3a6c3148491cec70. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gen2Res FID: 96.44. Result ID: 6992d9153a6c31484911e85f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Output Resolution":"256x256","Steps (K)":200,"Iterations":3000}. This record does not assert independent reproduction. ### CodeFormer FID: 98.55. Result ID: 6992d9153a6c31484911e85c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Output Resolution":"256x256"}. This record does not assert independent reproduction. ### VQFR FID: 105.94. Result ID: 6992d9153a6c31484911e85d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Output Resolution":"256x256"}. This record does not assert independent reproduction. ### DR2 FID: 108.81. Result ID: 699335273a6c314849146f85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Images":"407"}. This record does not assert independent reproduction. ### DR2 FID: 112.344. Result ID: 69925cfd3a6c3148490e72d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GFPGAN FID: 114.15. Result ID: 6992d9153a6c31484911e85b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Output Resolution":"256x256"}. This record does not assert independent reproduction. ### DOT FID: 125.6. Result ID: 6994632b3a6c3148491cec69. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SwinIR FID: 132.1. Result ID: 6994632b3a6c3148491cec68. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"approximation":"Posterior mean"}. This record does not assert independent reproduction. ### DR2(+VQFR) FID: 143.96. Result ID: 6992d9153a6c31484911e85e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Output Resolution":"256x256"}. This record does not assert independent reproduction. ### Input FID: 161.82. Result ID: 6992d9153a6c31484911e85a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Input FID: 170.112. Result ID: 69925cfd3a6c3148490e72d0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.