# Unconditional Image Generation on FFHQ 10k 64x64 Source: [Unconditional Image Generation on FFHQ 10k 64x64]() Collection index: [llms.txt]() Data updated: 2026-04-13T09:11:10.268Z Evaluation of unconditional image generation models on the 10,000 sample subset of the FFHQ dataset rendered at 64x64 resolution, measured using 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 | Unconditional Image Generation | | Dataset (including any stated split) | FFHQ 10k 64x64 | | Metric | FID (FFHQ 64x64) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 28 of 28 | | 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 (FFHQ 64x64)](): Lower is better; unit: SCALAR. ## Recorded results | Method | FID (FFHQ 64x64) | Result date | Report paper | | --- | --- | --- | --- | | MixFlow | 3.75 | Not recorded | 69dc786d7d0172140ec789bc | | MixFlow | 4.01 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 4.93 | Not recorded | 69dc786d7d0172140ec789bc | | MixFlow | 5.31 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 5.45 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 5.72 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 5.95 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 6.9 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 6.91 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 7.01 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 7.08 | Not recorded | 69dc786d7d0172140ec789bc | | MixFlow | 7.52 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 7.54 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 8.76 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 8.78 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 8.85 | Not recorded | 69dc786d7d0172140ec789bc | | MixFlow | 12.23 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 13.21 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 14.03 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 14.37 | Not recorded | 69dc786d7d0172140ec789bc | | MixFlow | 25.04 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 25.33 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 29.12 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 30.75 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 32.58 | Not recorded | 69dc786d7d0172140ec789bc | | MixFlow | 33.72 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 38.23 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 41.16 | Not recorded | 69dc786d7d0172140ec789bc | ### MixFlow FID (FFHQ 64x64): 3.75. Result ID: 69dcb31947f34ce924c3dfd7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"beta":"5 × 10−5","NFE":"128"}. This record does not assert independent reproduction. ### MixFlow FID (FFHQ 64x64): 4.01. Result ID: 69dcb31947f34ce924c3dfd6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"beta":"5 × 10−5","NFE":"64"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 4.93. Result ID: 69dcb31947f34ce924c3dfd0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"30","NFE":"128"}. This record does not assert independent reproduction. ### MixFlow FID (FFHQ 64x64): 5.31. Result ID: 69dcb31947f34ce924c3dfd5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"beta":"5 × 10−5","NFE":"32"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 5.45. Result ID: 69dcb31947f34ce924c3dfcf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"30","NFE":"64"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 5.72. Result ID: 69dcb31947f34ce924c3dfc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"20","NFE":"128"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 5.95. Result ID: 69dcb31947f34ce924c3dfc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"20","NFE":"64"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 6.9. Result ID: 69dcb31947f34ce924c3dfce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"30","NFE":"32"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 6.91. Result ID: 69dcb31947f34ce924c3dfc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"10","NFE":"64"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 7.01. Result ID: 69dcb31947f34ce924c3dfc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"10","NFE":"128"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 7.08. Result ID: 69dcb31947f34ce924c3dfc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"20","NFE":"32"}. This record does not assert independent reproduction. ### MixFlow FID (FFHQ 64x64): 7.52. Result ID: 69dcb31947f34ce924c3dfd4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"beta":"5 × 10−5","NFE":"20"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 7.54. Result ID: 69dcb31947f34ce924c3dfc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"10","NFE":"32"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 8.76. Result ID: 69dcb31947f34ce924c3dfcd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"30","NFE":"20"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 8.78. Result ID: 69dcb31947f34ce924c3dfc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"20","NFE":"20"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 8.85. Result ID: 69dcb31947f34ce924c3dfbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"10","NFE":"20"}. This record does not assert independent reproduction. ### MixFlow FID (FFHQ 64x64): 12.23. Result ID: 69dcb31947f34ce924c3dfd3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"beta":"5 × 10−5","NFE":"10"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 13.21. Result ID: 69dcb31947f34ce924c3dfbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"10","NFE":"10"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 14.03. Result ID: 69dcb31947f34ce924c3dfc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"20","NFE":"10"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 14.37. Result ID: 69dcb31947f34ce924c3dfcc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"30","NFE":"10"}. This record does not assert independent reproduction. ### MixFlow FID (FFHQ 64x64): 25.04. Result ID: 69dcb31947f34ce924c3dfd2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"beta":"5 × 10−5","NFE":"5"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 25.33. Result ID: 69dcb31947f34ce924c3dfbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"10","NFE":"5"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 29.12. Result ID: 69dcb31947f34ce924c3dfc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"20","NFE":"5"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 30.75. Result ID: 69dcb31947f34ce924c3dfcb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"30","NFE":"5"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 32.58. Result ID: 69dcb31947f34ce924c3dfbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"10","NFE":"4"}. This record does not assert independent reproduction. ### MixFlow FID (FFHQ 64x64): 33.72. Result ID: 69dcb31947f34ce924c3dfd1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"beta":"5 × 10−5","NFE":"4"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 38.23. Result ID: 69dcb31947f34ce924c3dfc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"20","NFE":"4"}. This record does not assert independent reproduction. ### Fast-ODE FID (FFHQ 64x64): 41.16. Result ID: 69dcb31947f34ce924c3dfca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"30","NFE":"4"}. 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