# Unconditional Image Generation on CIFAR-10 32x32 (EDM) (50k samples) Source: [Unconditional Image Generation on CIFAR-10 32x32 (EDM) (50k samples)]() Collection index: [llms.txt]() Data updated: 2026-03-17T08:00:09.184Z Evaluation of Unconditional Image Generation performance on the specific 50k sample subset of the CIFAR-10 dataset rendered at 32x32 resolution, often associated with EDM sampling methods, 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) | CIFAR-10 32x32 (EDM) (50k samples) | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 40 of 40 | | 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 | | --- | --- | --- | --- | | AMED-Plugin | 1.97 | Not recorded | 69b8e0080636e5bf4afbe9be | | RBF-Solver | 1.97 | Not recorded | 69b8e0080636e5bf4afbe9be | | RBF-Solver | 1.97 | Not recorded | 69b8e0080636e5bf4afbe9be | | RBF-Solver | 1.98 | Not recorded | 69b8e0080636e5bf4afbe9be | | RBF-Solver | 1.98 | Not recorded | 69b8e0080636e5bf4afbe9be | | RBF-Solver | 1.98 | Not recorded | 69b8e0080636e5bf4afbe9be | | RBF-Solver | 1.98 | Not recorded | 69b8e0080636e5bf4afbe9be | | AMED-Plugin | 1.99 | Not recorded | 69b8e0080636e5bf4afbe9be | | AMED-Plugin | 1.99 | Not recorded | 69b8e0080636e5bf4afbe9be | | RBF-Solver | 1.99 | Not recorded | 69b8e0080636e5bf4afbe9be | | RBF-Solver | 1.99 | Not recorded | 69b8e0080636e5bf4afbe9be | | AMED-Plugin | 2 | Not recorded | 69b8e0080636e5bf4afbe9be | | RBF-Solver | 2 | Not recorded | 69b8e0080636e5bf4afbe9be | | AMED-Plugin | 2.01 | Not recorded | 69b8e0080636e5bf4afbe9be | | RBF-Solver | 2.01 | Not recorded | 69b8e0080636e5bf4afbe9be | | AMED-Plugin | 2.07 | Not recorded | 69b8e0080636e5bf4afbe9be | | RBF-Solver | 2.08 | Not recorded | 69b8e0080636e5bf4afbe9be | | RBF-Solver | 2.09 | Not recorded | 69b8e0080636e5bf4afbe9be | | AMED-Plugin | 2.31 | Not recorded | 69b8e0080636e5bf4afbe9be | | AMED-Solver | 2.62 | Not recorded | 69b8e0080636e5bf4afbe9be | | AMED-Plugin | 2.66 | Not recorded | 69b8e0080636e5bf4afbe9be | | RBF-Solver | 2.68 | Not recorded | 69b8e0080636e5bf4afbe9be | | AMED-Solver | 2.95 | Not recorded | 69b8e0080636e5bf4afbe9be | | RBF-Solver | 3.01 | Not recorded | 69b8e0080636e5bf4afbe9be | | AMED-Solver | 3.06 | Not recorded | 69b8e0080636e5bf4afbe9be | | AMED-Solver | 3.26 | Not recorded | 69b8e0080636e5bf4afbe9be | | AMED-Solver | 3.35 | Not recorded | 69b8e0080636e5bf4afbe9be | | AMED-Solver | 3.4 | Not recorded | 69b8e0080636e5bf4afbe9be | | RBF-Solver | 3.43 | Not recorded | 69b8e0080636e5bf4afbe9be | | AMED-Solver | 3.78 | Not recorded | 69b8e0080636e5bf4afbe9be | | AMED-Plugin | 3.8 | Not recorded | 69b8e0080636e5bf4afbe9be | | AMED-Solver | 4 | Not recorded | 69b8e0080636e5bf4afbe9be | | AMED-Solver | 4.2 | Not recorded | 69b8e0080636e5bf4afbe9be | | RBF-Solver | 5.06 | Not recorded | 69b8e0080636e5bf4afbe9be | | RBF-Solver | 5.29 | Not recorded | 69b8e0080636e5bf4afbe9be | | RBF-Solver | 5.94 | Not recorded | 69b8e0080636e5bf4afbe9be | | AMED-Plugin | 6.77 | Not recorded | 69b8e0080636e5bf4afbe9be | | AMED-Solver | 7.28 | Not recorded | 69b8e0080636e5bf4afbe9be | | RBF-Solver | 15.01 | Not recorded | 69b8e0080636e5bf4afbe9be | | RBF-Solver | 22.63 | Not recorded | 69b8e0080636e5bf4afbe9be | ### AMED-Plugin FID: 1.97. Result ID: 69b9084b47f34ce924a14f58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"21","Solver order":"4"}. This record does not assert independent reproduction. ### RBF-Solver FID: 1.97. Result ID: 69b9084b47f34ce924a14f66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"41","Solver order":"3"}. This record does not assert independent reproduction. ### RBF-Solver FID: 1.97. Result ID: 69b9084b47f34ce924a14f70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"41","Solver order":"4"}. This record does not assert independent reproduction. ### RBF-Solver FID: 1.98. Result ID: 69b9084b47f34ce924a14f64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"31","Solver order":"3"}. This record does not assert independent reproduction. ### RBF-Solver FID: 1.98. Result ID: 69b9084b47f34ce924a14f65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"35","Solver order":"3"}. This record does not assert independent reproduction. ### RBF-Solver FID: 1.98. Result ID: 69b9084b47f34ce924a14f6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"31","Solver order":"4"}. This record does not assert independent reproduction. ### RBF-Solver FID: 1.98. Result ID: 69b9084b47f34ce924a14f6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"35","Solver order":"4"}. This record does not assert independent reproduction. ### AMED-Plugin FID: 1.99. Result ID: 69b9084b47f34ce924a14f59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"25","Solver order":"4"}. This record does not assert independent reproduction. ### AMED-Plugin FID: 1.99. Result ID: 69b9084b47f34ce924a14f5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"41","Solver order":"4"}. This record does not assert independent reproduction. ### RBF-Solver FID: 1.99. Result ID: 69b9084b47f34ce924a14f63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"25","Solver order":"3"}. This record does not assert independent reproduction. ### RBF-Solver FID: 1.99. Result ID: 69b9084b47f34ce924a14f6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"25","Solver order":"4"}. This record does not assert independent reproduction. ### AMED-Plugin FID: 2. Result ID: 69b9084b47f34ce924a14f57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"15","Solver order":"4"}. This record does not assert independent reproduction. ### RBF-Solver FID: 2. Result ID: 69b9084b47f34ce924a14f62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"21","Solver order":"3"}. This record does not assert independent reproduction. ### AMED-Plugin FID: 2.01. Result ID: 69b9084b47f34ce924a14f5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"35","Solver order":"4"}. This record does not assert independent reproduction. ### RBF-Solver FID: 2.01. Result ID: 69b9084b47f34ce924a14f6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"21","Solver order":"4"}. This record does not assert independent reproduction. ### AMED-Plugin FID: 2.07. Result ID: 69b9084b47f34ce924a14f5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"31","Solver order":"4"}. This record does not assert independent reproduction. ### RBF-Solver FID: 2.08. Result ID: 69b9084b47f34ce924a14f61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"15","Solver order":"3"}. This record does not assert independent reproduction. ### RBF-Solver FID: 2.09. Result ID: 69b9084b47f34ce924a14f6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"15","Solver order":"4"}. This record does not assert independent reproduction. ### AMED-Plugin FID: 2.31. Result ID: 69b9084b47f34ce924a14f56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"11","Solver order":"4"}. This record does not assert independent reproduction. ### AMED-Solver FID: 2.62. Result ID: 69b9084b47f34ce924a14f52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"41","Solver order":"2"}. This record does not assert independent reproduction. ### AMED-Plugin FID: 2.66. Result ID: 69b9084b47f34ce924a14f55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"9","Solver order":"4"}. This record does not assert independent reproduction. ### RBF-Solver FID: 2.68. Result ID: 69b9084b47f34ce924a14f60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"11","Solver order":"3"}. This record does not assert independent reproduction. ### AMED-Solver FID: 2.95. Result ID: 69b9084b47f34ce924a14f51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"35","Solver order":"2"}. This record does not assert independent reproduction. ### RBF-Solver FID: 3.01. Result ID: 69b9084b47f34ce924a14f6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"11","Solver order":"4"}. This record does not assert independent reproduction. ### AMED-Solver FID: 3.06. Result ID: 69b9084b47f34ce924a14f50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"31","Solver order":"2"}. This record does not assert independent reproduction. ### AMED-Solver FID: 3.26. Result ID: 69b9084b47f34ce924a14f4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"25","Solver order":"2"}. This record does not assert independent reproduction. ### AMED-Solver FID: 3.35. Result ID: 69b9084b47f34ce924a14f4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"21","Solver order":"2"}. This record does not assert independent reproduction. ### AMED-Solver FID: 3.4. Result ID: 69b9084b47f34ce924a14f4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"15","Solver order":"2"}. This record does not assert independent reproduction. ### RBF-Solver FID: 3.43. Result ID: 69b9084b47f34ce924a14f5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"9","Solver order":"3"}. This record does not assert independent reproduction. ### AMED-Solver FID: 3.78. Result ID: 69b9084b47f34ce924a14f4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"9","Solver order":"2"}. This record does not assert independent reproduction. ### AMED-Plugin FID: 3.8. Result ID: 69b9084b47f34ce924a14f54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"7","Solver order":"4"}. This record does not assert independent reproduction. ### AMED-Solver FID: 4. Result ID: 69b9084b47f34ce924a14f4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"11","Solver order":"2"}. This record does not assert independent reproduction. ### AMED-Solver FID: 4.2. Result ID: 69b9084b47f34ce924a14f4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"7","Solver order":"2"}. This record does not assert independent reproduction. ### RBF-Solver FID: 5.06. Result ID: 69b9084b47f34ce924a14f69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"9","Solver order":"4"}. This record does not assert independent reproduction. ### RBF-Solver FID: 5.29. Result ID: 69b9084b47f34ce924a14f68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"7","Solver order":"4"}. This record does not assert independent reproduction. ### RBF-Solver FID: 5.94. Result ID: 69b9084b47f34ce924a14f5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"7","Solver order":"3"}. This record does not assert independent reproduction. ### AMED-Plugin FID: 6.77. Result ID: 69b9084b47f34ce924a14f53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"5","Solver order":"4"}. This record does not assert independent reproduction. ### AMED-Solver FID: 7.28. Result ID: 69b9084b47f34ce924a14f49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"5","Solver order":"2"}. This record does not assert independent reproduction. ### RBF-Solver FID: 15.01. Result ID: 69b9084b47f34ce924a14f67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"5","Solver order":"4"}. This record does not assert independent reproduction. ### RBF-Solver FID: 22.63. Result ID: 69b9084b47f34ce924a14f5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":"5","Solver order":"3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.