# Unconditional Image Generation on AFHQ 10k v2 64x64 Source: [Unconditional Image Generation on AFHQ 10k v2 64x64]() Collection index: [llms.txt]() Data updated: 2026-04-13T09:11:10.301Z Evaluation of unconditional image generation models on the AFHQ 10k v2 dataset rendered at 64x64 resolution, typically 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) | AFHQ 10k v2 64x64 | | Metric | FID (AFHQ 10k v2 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 (AFHQ 10k v2 64x64)](): Lower is better; unit: SCALAR. ## Recorded results | Method | FID (AFHQ 10k v2 64x64) | Result date | Report paper | | --- | --- | --- | --- | | MixFlow | 3.33 | Not recorded | 69dc786d7d0172140ec789bc | | MixFlow | 3.65 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 3.96 | Not recorded | 69dc786d7d0172140ec789bc | | MixFlow | 4.3 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 4.4 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 4.55 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 4.92 | Not recorded | 69dc786d7d0172140ec789bc | | MixFlow | 5.05 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 5.37 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 5.74 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 6.66 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 6.89 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 7.21 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 7.47 | Not recorded | 69dc786d7d0172140ec789bc | | MixFlow | 7.95 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 8.22 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 9.05 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 10.56 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 11.17 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 11.8 | Not recorded | 69dc786d7d0172140ec789bc | | MixFlow | 15.57 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 18.04 | Not recorded | 69dc786d7d0172140ec789bc | | MixFlow | 19.72 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 20.11 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 21.8 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 23.08 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 25.73 | Not recorded | 69dc786d7d0172140ec789bc | | Fast-ODE | 30.84 | Not recorded | 69dc786d7d0172140ec789bc | ### MixFlow FID (AFHQ 10k v2 64x64): 3.33. Result ID: 69dcb31947f34ce924c3dff3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"beta":"5 × 10−5","NFE":"128"}. This record does not assert independent reproduction. ### MixFlow FID (AFHQ 10k v2 64x64): 3.65. Result ID: 69dcb31947f34ce924c3dff2. [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 (AFHQ 10k v2 64x64): 3.96. Result ID: 69dcb31947f34ce924c3dfec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"30","NFE":"128"}. This record does not assert independent reproduction. ### MixFlow FID (AFHQ 10k v2 64x64): 4.3. Result ID: 69dcb31947f34ce924c3dff1. [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 (AFHQ 10k v2 64x64): 4.4. Result ID: 69dcb31947f34ce924c3dfeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"30","NFE":"64"}. This record does not assert independent reproduction. ### Fast-ODE FID (AFHQ 10k v2 64x64): 4.55. Result ID: 69dcb31947f34ce924c3dfe5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"20","NFE":"128"}. This record does not assert independent reproduction. ### Fast-ODE FID (AFHQ 10k v2 64x64): 4.92. Result ID: 69dcb31947f34ce924c3dfe4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"20","NFE":"64"}. This record does not assert independent reproduction. ### MixFlow FID (AFHQ 10k v2 64x64): 5.05. Result ID: 69dcb31947f34ce924c3dff0. [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 (AFHQ 10k v2 64x64): 5.37. Result ID: 69dcb31947f34ce924c3dfea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"30","NFE":"32"}. This record does not assert independent reproduction. ### Fast-ODE FID (AFHQ 10k v2 64x64): 5.74. Result ID: 69dcb31947f34ce924c3dfe3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"20","NFE":"32"}. This record does not assert independent reproduction. ### Fast-ODE FID (AFHQ 10k v2 64x64): 6.66. Result ID: 69dcb31947f34ce924c3dfe9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"30","NFE":"20"}. This record does not assert independent reproduction. ### Fast-ODE FID (AFHQ 10k v2 64x64): 6.89. Result ID: 69dcb31947f34ce924c3dfe2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"20","NFE":"20"}. This record does not assert independent reproduction. ### Fast-ODE FID (AFHQ 10k v2 64x64): 7.21. Result ID: 69dcb31947f34ce924c3dfde. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"10","NFE":"128"}. This record does not assert independent reproduction. ### Fast-ODE FID (AFHQ 10k v2 64x64): 7.47. Result ID: 69dcb31947f34ce924c3dfdd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"10","NFE":"64"}. This record does not assert independent reproduction. ### MixFlow FID (AFHQ 10k v2 64x64): 7.95. Result ID: 69dcb31947f34ce924c3dfef. [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 (AFHQ 10k v2 64x64): 8.22. Result ID: 69dcb31947f34ce924c3dfdc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"10","NFE":"32"}. This record does not assert independent reproduction. ### Fast-ODE FID (AFHQ 10k v2 64x64): 9.05. Result ID: 69dcb31947f34ce924c3dfdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"10","NFE":"20"}. This record does not assert independent reproduction. ### Fast-ODE FID (AFHQ 10k v2 64x64): 10.56. Result ID: 69dcb31947f34ce924c3dfe1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"20","NFE":"10"}. This record does not assert independent reproduction. ### Fast-ODE FID (AFHQ 10k v2 64x64): 11.17. Result ID: 69dcb31947f34ce924c3dfe8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"30","NFE":"10"}. This record does not assert independent reproduction. ### Fast-ODE FID (AFHQ 10k v2 64x64): 11.8. Result ID: 69dcb31947f34ce924c3dfda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"10","NFE":"10"}. This record does not assert independent reproduction. ### MixFlow FID (AFHQ 10k v2 64x64): 15.57. Result ID: 69dcb31947f34ce924c3dfee. [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 (AFHQ 10k v2 64x64): 18.04. Result ID: 69dcb31947f34ce924c3dfd9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"10","NFE":"5"}. This record does not assert independent reproduction. ### MixFlow FID (AFHQ 10k v2 64x64): 19.72. Result ID: 69dcb31947f34ce924c3dfed. [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 (AFHQ 10k v2 64x64): 20.11. Result ID: 69dcb31947f34ce924c3dfe0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"20","NFE":"5"}. This record does not assert independent reproduction. ### Fast-ODE FID (AFHQ 10k v2 64x64): 21.8. Result ID: 69dcb31947f34ce924c3dfd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"10","NFE":"4"}. This record does not assert independent reproduction. ### Fast-ODE FID (AFHQ 10k v2 64x64): 23.08. Result ID: 69dcb31947f34ce924c3dfe7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"30","NFE":"5"}. This record does not assert independent reproduction. ### Fast-ODE FID (AFHQ 10k v2 64x64): 25.73. Result ID: 69dcb31947f34ce924c3dfdf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"20","NFE":"4"}. This record does not assert independent reproduction. ### Fast-ODE FID (AFHQ 10k v2 64x64): 30.84. Result ID: 69dcb31947f34ce924c3dfe6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"30","NFE":"4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.