# Image Inpainting on AFHQ cats Source: [Image Inpainting on AFHQ cats]() Collection index: [llms.txt]() Data updated: 2026-06-16T10:00:33.981Z Evaluation of image inpainting performance specifically on the cats category of the AFHQ dataset, utilizing KID, LPIPS, and PSNR metrics. 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 | Inpainting | | Dataset (including any stated split) | AFHQ cats | | Metric | KID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 30 of 30 | | 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 | | --- | --- | --- | --- | | DPS | 3.15 | Not recorded | 6a30d90bd33dfb23e783d21c | | SP3 | 3.71 | Not recorded | 6a30d90bd33dfb23e783d21c | | DPS | 3.91 | Not recorded | 6a30d90bd33dfb23e783d21c | | OT-ODE | 4.34 | Not recorded | 6a30d90bd33dfb23e783d21c | | DPS | 4.53 | Not recorded | 6a30d90bd33dfb23e783d21c | | D-Flow | 6.64 | Not recorded | 6a30d90bd33dfb23e783d21c | | SP3 | 6.68 | Not recorded | 6a30d90bd33dfb23e783d21c | | SP3 | 6.91 | Not recorded | 6a30d90bd33dfb23e783d21c | | OT-ODE | 8.53 | Not recorded | 6a30d90bd33dfb23e783d21c | | OT-ODE | 9.1 | Not recorded | 6a30d90bd33dfb23e783d21c | | DiffPIR | 9.55 | Not recorded | 6a30d90bd33dfb23e783d21c | | DiffPIR | 15.06 | Not recorded | 6a30d90bd33dfb23e783d21c | | Flow Priors | 16.51 | Not recorded | 6a30d90bd33dfb23e783d21c | | DiffPIR | 16.69 | Not recorded | 6a30d90bd33dfb23e783d21c | | D-Flow | 19.14 | Not recorded | 6a30d90bd33dfb23e783d21c | | D-Flow | 20.7 | Not recorded | 6a30d90bd33dfb23e783d21c | | DDRM | 20.93 | Not recorded | 6a30d90bd33dfb23e783d21c | | Flow Priors | 23.6 | Not recorded | 6a30d90bd33dfb23e783d21c | | Flow Priors | 30.95 | Not recorded | 6a30d90bd33dfb23e783d21c | | DDRM | 40.2 | Not recorded | 6a30d90bd33dfb23e783d21c | | DDRM | 40.21 | Not recorded | 6a30d90bd33dfb23e783d21c | | PnP-Flow | 57.43 | Not recorded | 6a30d90bd33dfb23e783d21c | | PnP-Flow | 58.89 | Not recorded | 6a30d90bd33dfb23e783d21c | | RED | 59.57 | Not recorded | 6a30d90bd33dfb23e783d21c | | PnP-Flow | 66.44 | Not recorded | 6a30d90bd33dfb23e783d21c | | DPIR | 96.43 | Not recorded | 6a30d90bd33dfb23e783d21c | | RED | 106.65 | Not recorded | 6a30d90bd33dfb23e783d21c | | DPIR | 122.08 | Not recorded | 6a30d90bd33dfb23e783d21c | | DPIR | 333.3 | Not recorded | 6a30d90bd33dfb23e783d21c | | RED | 360.24 | Not recorded | 6a30d90bd33dfb23e783d21c | ### DPS KID: 3.15. Result ID: 6a311eadfbc373592c2dff67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SP3 KID: 3.71. Result ID: 6a311eadfbc373592c2dff70. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DPS KID: 3.91. Result ID: 6a311eadfbc373592c2dff1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OT-ODE KID: 4.34. Result ID: 6a311eadfbc373592c2dff68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DPS KID: 4.53. Result ID: 6a311eadfbc373592c2dff5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### D-Flow KID: 6.64. Result ID: 6a311eadfbc373592c2dff6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SP3 KID: 6.68. Result ID: 6a311eadfbc373592c2dff25. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SP3 KID: 6.91. Result ID: 6a311eadfbc373592c2dff66. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OT-ODE KID: 8.53. Result ID: 6a311eadfbc373592c2dff1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OT-ODE KID: 9.1. Result ID: 6a311eadfbc373592c2dff5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiffPIR KID: 9.55. Result ID: 6a311eadfbc373592c2dff69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiffPIR KID: 15.06. Result ID: 6a311eadfbc373592c2dff1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Flow Priors KID: 16.51. Result ID: 6a311eadfbc373592c2dff6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiffPIR KID: 16.69. Result ID: 6a311eadfbc373592c2dff5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### D-Flow KID: 19.14. Result ID: 6a311eadfbc373592c2dff65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### D-Flow KID: 20.7. Result ID: 6a311eadfbc373592c2dff24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DDRM KID: 20.93. Result ID: 6a311eadfbc373592c2dff6b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Flow Priors KID: 23.6. Result ID: 6a311eadfbc373592c2dff64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Flow Priors KID: 30.95. Result ID: 6a311eadfbc373592c2dff23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DDRM KID: 40.2. Result ID: 6a311eadfbc373592c2dff61. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DDRM KID: 40.21. Result ID: 6a311eadfbc373592c2dff20. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PnP-Flow KID: 57.43. Result ID: 6a311eadfbc373592c2dff60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PnP-Flow KID: 58.89. Result ID: 6a311eadfbc373592c2dff1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RED KID: 59.57. Result ID: 6a311eadfbc373592c2dff62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PnP-Flow KID: 66.44. Result ID: 6a311eadfbc373592c2dff6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DPIR KID: 96.43. Result ID: 6a311eadfbc373592c2dff63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RED KID: 106.65. Result ID: 6a311eadfbc373592c2dff21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DPIR KID: 122.08. Result ID: 6a311eadfbc373592c2dff22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DPIR KID: 333.3. Result ID: 6a311eadfbc373592c2dff6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RED KID: 360.24. Result ID: 6a311eadfbc373592c2dff6c. [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.