# Paintbrush Inpainting on CelebA (test) Source: [Paintbrush Inpainting on CelebA (test)]() Collection index: [llms.txt]() Data updated: 2026-06-16T10:00:34.024Z Evaluation of image inpainting performance using paintbrush masking strategies on the test split of the CelebA dataset, measured using KID, LPIPS, and 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 | Paintbrush Inpainting | | Dataset (including any stated split) | CelebA (test) | | 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 | 12.01 | Not recorded | 6a30d90bd33dfb23e783d21c | | DPS | 22.72 | Not recorded | 6a30d90bd33dfb23e783d21c | | Flow Priors | 33.91 | Not recorded | 6a30d90bd33dfb23e783d21c | | SP3 | 50 | Not recorded | 6a30d90bd33dfb23e783d21c | | D-Flow | 51.96 | Not recorded | 6a30d90bd33dfb23e783d21c | | PnP-Flow | 54 | Not recorded | 6a30d90bd33dfb23e783d21c | | PnP-Diff | 83.56 | Not recorded | 6a30d90bd33dfb23e783d21c | | DDRM | 86.61 | Not recorded | 6a30d90bd33dfb23e783d21c | | PnP-GS | 112.76 | Not recorded | 6a30d90bd33dfb23e783d21c | | DPIR | 162.28 | Not recorded | 6a30d90bd33dfb23e783d21c | | RED | 224.26 | Not recorded | 6a30d90bd33dfb23e783d21c | ### OT-ODE KID: 12.01. Result ID: 6a311eadfbc373592c2dff26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DPS KID: 22.72. Result ID: 6a311eadfbc373592c2dff27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Flow Priors KID: 33.91. Result ID: 6a311eadfbc373592c2dff2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SP3 KID: 50. Result ID: 6a311eadfbc373592c2dff30. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### D-Flow KID: 51.96. Result ID: 6a311eadfbc373592c2dff2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PnP-Flow KID: 54. Result ID: 6a311eadfbc373592c2dff29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PnP-Diff KID: 83.56. Result ID: 6a311eadfbc373592c2dff2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DDRM KID: 86.61. Result ID: 6a311eadfbc373592c2dff2d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PnP-GS KID: 112.76. Result ID: 6a311eadfbc373592c2dff2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DPIR KID: 162.28. Result ID: 6a311eadfbc373592c2dff28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RED KID: 224.26. Result ID: 6a311eadfbc373592c2dff2b. [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.