# Image Generation on FFHQ 512x512 latent (test) Source: [Image Generation on FFHQ 512x512 latent (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:44:42.827Z Evaluation of image generation models on the test split of the FFHQ dataset rendered at 512x512 resolution, typically measured by 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 | Image Generation | | Dataset (including any stated split) | FFHQ 512x512 latent (test) | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 25 of 25 | | 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. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | First-order forward-value sampler | 6.46 | Not recorded | 6955ff9953fdd5c36173e1ac | | DPMSolver-2 | 6.58 | Not recorded | 6955ff9953fdd5c36173e1ac | | First-order forward-value sampler | 6.8 | Not recorded | 6955ff9953fdd5c36173e1ac | | DPMSolver-2 | 7.19 | Not recorded | 6955ff9953fdd5c36173e1ac | | UniPC-3 | 7.37 | Not recorded | 6955ff9953fdd5c36173e1ac | | First-order forward-value sampler | 7.89 | Not recorded | 6955ff9953fdd5c36173e1ac | | First-order forward-value sampler | 9.75 | Not recorded | 6955ff9953fdd5c36173e1ac | | UniPC-3 | 9.96 | Not recorded | 6955ff9953fdd5c36173e1ac | | UniPC-3 | 9.96 | Not recorded | 6955ff9953fdd5c36173e1ac | | DPMSolver-2 | 10.45 | Not recorded | 6955ff9953fdd5c36173e1ac | | DPMSolver-3 | 11.29 | Not recorded | 6955ff9953fdd5c36173e1ac | | DPMSolver-3 | 11.55 | Not recorded | 6955ff9953fdd5c36173e1ac | | DPMSolver-3 | 11.63 | Not recorded | 6955ff9953fdd5c36173e1ac | | DPMSolver-3 | 12.09 | Not recorded | 6955ff9953fdd5c36173e1ac | | DPMSolver-3 | 15.65 | Not recorded | 6955ff9953fdd5c36173e1ac | | First-order forward-value sampler | 15.78 | Not recorded | 6955ff9953fdd5c36173e1ac | | DPMSolver-2 | 16.3 | Not recorded | 6955ff9953fdd5c36173e1ac | | DDIM | 18.77 | Not recorded | 6955ff9953fdd5c36173e1ac | | UniPC-3 | 21.89 | Not recorded | 6955ff9953fdd5c36173e1ac | | DDIM | 27 | Not recorded | 6955ff9953fdd5c36173e1ac | | DPMSolver-2 | 31.22 | Not recorded | 6955ff9953fdd5c36173e1ac | | DDIM | 43.68 | Not recorded | 6955ff9953fdd5c36173e1ac | | DDIM | 58.33 | Not recorded | 6955ff9953fdd5c36173e1ac | | UniPC-3 | 77.39 | Not recorded | 6955ff9953fdd5c36173e1ac | | DDIM | 80.19 | Not recorded | 6955ff9953fdd5c36173e1ac | ### First-order forward-value sampler FID: 6.46. Result ID: 699a33e55698665ec4b9d6ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"10"}. This record does not assert independent reproduction. ### DPMSolver-2 FID: 6.58. Result ID: 699a33e55698665ec4b9d697. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"10"}. This record does not assert independent reproduction. ### First-order forward-value sampler FID: 6.8. Result ID: 699a33e55698665ec4b9d6aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"8"}. This record does not assert independent reproduction. ### DPMSolver-2 FID: 7.19. Result ID: 699a33e55698665ec4b9d696. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"8"}. This record does not assert independent reproduction. ### UniPC-3 FID: 7.37. Result ID: 699a33e55698665ec4b9d6a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"NFE":"10"}. This record does not assert independent reproduction. ### First-order forward-value sampler FID: 7.89. Result ID: 699a33e55698665ec4b9d6a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"6"}. This record does not assert independent reproduction. ### First-order forward-value sampler FID: 9.75. Result ID: 699a33e55698665ec4b9d6a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"5"}. This record does not assert independent reproduction. ### UniPC-3 FID: 9.96. Result ID: 699a33e55698665ec4b9d69f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"NFE":"6"}. This record does not assert independent reproduction. ### UniPC-3 FID: 9.96. Result ID: 699a33e55698665ec4b9d6a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"NFE":"8"}. This record does not assert independent reproduction. ### DPMSolver-2 FID: 10.45. Result ID: 699a33e55698665ec4b9d695. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"6"}. This record does not assert independent reproduction. ### DPMSolver-3 FID: 11.29. Result ID: 699a33e55698665ec4b9d699. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"5"}. This record does not assert independent reproduction. ### DPMSolver-3 FID: 11.55. Result ID: 699a33e55698665ec4b9d69a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"6"}. This record does not assert independent reproduction. ### DPMSolver-3 FID: 11.63. Result ID: 699a33e55698665ec4b9d69c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"10"}. This record does not assert independent reproduction. ### DPMSolver-3 FID: 12.09. Result ID: 699a33e55698665ec4b9d69b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"8"}. This record does not assert independent reproduction. ### DPMSolver-3 FID: 15.65. Result ID: 699a33e55698665ec4b9d698. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"4"}. This record does not assert independent reproduction. ### First-order forward-value sampler FID: 15.78. Result ID: 699a33e55698665ec4b9d6a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"4"}. This record does not assert independent reproduction. ### DPMSolver-2 FID: 16.3. Result ID: 699a33e55698665ec4b9d694. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"5"}. This record does not assert independent reproduction. ### DDIM FID: 18.77. Result ID: 699a33e55698665ec4b9d6a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"10"}. This record does not assert independent reproduction. ### UniPC-3 FID: 21.89. Result ID: 699a33e55698665ec4b9d69e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"NFE":"5"}. This record does not assert independent reproduction. ### DDIM FID: 27. Result ID: 699a33e55698665ec4b9d6a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"8"}. This record does not assert independent reproduction. ### DPMSolver-2 FID: 31.22. Result ID: 699a33e55698665ec4b9d693. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"4"}. This record does not assert independent reproduction. ### DDIM FID: 43.68. Result ID: 699a33e55698665ec4b9d6a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"6"}. This record does not assert independent reproduction. ### DDIM FID: 58.33. Result ID: 699a33e55698665ec4b9d6a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"5"}. This record does not assert independent reproduction. ### UniPC-3 FID: 77.39. Result ID: 699a33e55698665ec4b9d69d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"NFE":"4"}. This record does not assert independent reproduction. ### DDIM FID: 80.19. Result ID: 699a33e55698665ec4b9d6a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.