# Blind Face Restoration on CelebA Source: [Blind Face Restoration on CelebA]() Collection index: [llms.txt]() Data updated: 2026-03-09T06:33:38.322Z Evaluation of Blind Face Restoration models on the CelebA dataset, reporting metrics such as PSNR, MSE, and L1 Loss. 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) | CelebA | | Metric | PSNR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [PSNR](): Higher is better; unit: SCALAR. - [MSE](): Lower is better; unit: SCALAR. - [L1 Loss](): Lower is better; unit: SCALAR. - [SSIM](): Higher is better; unit: PERCENT. - [LPIPS](): Lower is better; unit: SCALAR. - [MANIQA](): Higher is better; unit: PERCENT. - [MUSIQ](): Higher is better; unit: SCALAR. - [NIQE](): Lower is better; unit: SCALAR. - [TOPIQ-FACE](): Higher is better; unit: PERCENT. ## Recorded results | Method | PSNR | Result date | Report paper | | --- | --- | --- | --- | | BFRffusion | 26.19 | Not recorded | 68fa752f1e209131cea6638b | | DiffBIR | 25.58 | Not recorded | 68fa752f1e209131cea6638b | | StableSR | 25.32 | Not recorded | 68fa752f1e209131cea6638b | | AuthFace | 25.22 | Not recorded | 68fa752f1e209131cea6638b | | CodeFormer | 25.15 | Not recorded | 68fa752f1e209131cea6638b | | PSFRGAN | 24.68 | Not recorded | 68fa752f1e209131cea6638b | | GFPGAN | 24.65 | Not recorded | 68fa752f1e209131cea6638b | | GRED-Exp | 22.33 | Not recorded | 6955ff7c53fdd5c36173df09 | | GRED-Exp | 22.27 | Not recorded | 6955ff7c53fdd5c36173df09 | | CodeFormer | 21.9 | Not recorded | 6955ff7c53fdd5c36173df09 | | GRED-SELU | 21.84 | Not recorded | 6955ff7c53fdd5c36173df09 | | GRED-Softplus | 21.81 | Not recorded | 6955ff7c53fdd5c36173df09 | | GRED-Exp | 21.79 | Not recorded | 6955ff7c53fdd5c36173df09 | | Evid. CodeFormer-Exp | 21.46 | Not recorded | 6955ff7c53fdd5c36173df09 | | DR2 | 21.43 | Not recorded | 68fa752f1e209131cea6638b | | Evid. CodeFormer-SELU | 21.31 | Not recorded | 6955ff7c53fdd5c36173df09 | | Evid. CodeFormer-Softplus | 21.17 | Not recorded | 6955ff7c53fdd5c36173df09 | | Evid. CodeFormer-ReLU | 6.62 | Not recorded | 6955ff7c53fdd5c36173df09 | ### BFRffusion PSNR: 26.19. Result ID: 69ae69b86dbb7075b955d44a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiffBIR PSNR: 25.58. Result ID: 69ae69b86dbb7075b955d44b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### StableSR PSNR: 25.32. Result ID: 69ae69b86dbb7075b955d44c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AuthFace PSNR: 25.22. Result ID: 69ae69b86dbb7075b955d44d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CodeFormer PSNR: 25.15. Result ID: 69ae69b86dbb7075b955d448. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PSFRGAN PSNR: 24.68. Result ID: 69ae69b86dbb7075b955d447. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GFPGAN PSNR: 24.65. Result ID: 69ae69b86dbb7075b955d446. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRED-Exp PSNR: 22.33. Result ID: 699938ae5698665ec4a233d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"activation":"Exponential","t":10}. This record does not assert independent reproduction. ### GRED-Exp PSNR: 22.27. Result ID: 699938ae5698665ec4a233d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"activation":"Exponential","t":5}. This record does not assert independent reproduction. ### CodeFormer PSNR: 21.9. Result ID: 699938ae5698665ec4a233ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRED-SELU PSNR: 21.84. Result ID: 699938ae5698665ec4a233d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"activation":"SELU"}. This record does not assert independent reproduction. ### GRED-Softplus PSNR: 21.81. Result ID: 699938ae5698665ec4a233d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"activation":"Softplus"}. This record does not assert independent reproduction. ### GRED-Exp PSNR: 21.79. Result ID: 699938ae5698665ec4a233d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"activation":"Exponential"}. This record does not assert independent reproduction. ### Evid. CodeFormer-Exp PSNR: 21.46. Result ID: 699938ae5698665ec4a233d4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"activation":"Exponential"}. This record does not assert independent reproduction. ### DR2 PSNR: 21.43. Result ID: 69ae69b86dbb7075b955d449. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Evid. CodeFormer-SELU PSNR: 21.31. Result ID: 699938ae5698665ec4a233d0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"activation":"SELU"}. This record does not assert independent reproduction. ### Evid. CodeFormer-Softplus PSNR: 21.17. Result ID: 699938ae5698665ec4a233d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"activation":"Softplus"}. This record does not assert independent reproduction. ### Evid. CodeFormer-ReLU PSNR: 6.62. Result ID: 699938ae5698665ec4a233cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"activation":"ReLU"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.