# Denoising on CelebA (KID, LPIPS, PSNR) Source: [Denoising on CelebA (KID, LPIPS, PSNR)]() Collection index: [llms.txt]() Data updated: 2026-06-16T10:00:34.061Z Evaluation of image denoising models on the CelebA dataset, focusing on fidelity and perceptual metrics (KID, LPIPS, PSNR). 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 | Denoising | | Dataset (including any stated split) | CelebA | | Metric | KID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 11 of 11 | | 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 - [KID](): Lower is better; unit: SCALAR. - [LPIPS](): Lower is better; unit: SCALAR. - [PSNR](): Higher is better; unit: SCALAR. ## Recorded results | Method | KID | Result date | Report paper | | --- | --- | --- | --- | | OT-ODE | 7.7 | Not recorded | 6a30d90bd33dfb23e783d21c | | DPS | 17.52 | Not recorded | 6a30d90bd33dfb23e783d21c | | DPIR | 44.45 | Not recorded | 6a30d90bd33dfb23e783d21c | | PnP-Flow | 45.58 | Not recorded | 6a30d90bd33dfb23e783d21c | | SP3 | 57.1 | Not recorded | 6a30d90bd33dfb23e783d21c | | RED | 62.99 | Not recorded | 6a30d90bd33dfb23e783d21c | | DiffPIR | 64.02 | Not recorded | 6a30d90bd33dfb23e783d21c | | Flow Priors | 86.68 | Not recorded | 6a30d90bd33dfb23e783d21c | | D-Flow | 95.72 | Not recorded | 6a30d90bd33dfb23e783d21c | | DDRM | 103.42 | Not recorded | 6a30d90bd33dfb23e783d21c | | PnP-GS | 187.39 | Not recorded | 6a30d90bd33dfb23e783d21c | ### OT-ODE KID: 7.7. Result ID: 6a311eadfbc373592c2dff3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DPS KID: 17.52. Result ID: 6a311eadfbc373592c2dff3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DPIR KID: 44.45. Result ID: 6a311eadfbc373592c2dff3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PnP-Flow KID: 45.58. Result ID: 6a311eadfbc373592c2dff3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SP3 KID: 57.1. Result ID: 6a311eadfbc373592c2dff46. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RED KID: 62.99. Result ID: 6a311eadfbc373592c2dff41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiffPIR KID: 64.02. Result ID: 6a311eadfbc373592c2dff40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Flow Priors KID: 86.68. Result ID: 6a311eadfbc373592c2dff42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### D-Flow KID: 95.72. Result ID: 6a311eadfbc373592c2dff44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DDRM KID: 103.42. Result ID: 6a311eadfbc373592c2dff43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PnP-GS KID: 187.39. Result ID: 6a311eadfbc373592c2dff45. [Reporting paper]() [Method origin 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.