# Image Generation on CIFAR-10 32x32 with ReFlow Source: [Image Generation on CIFAR-10 32x32 with ReFlow]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:44:42.139Z Evaluation of Image Generation performance on the CIFAR-10 dataset (32x32 resolution) using the ReFlow methodology, 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 | Image Generation | | Dataset (including any stated split) | CIFAR-10 32x32 with ReFlow | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 | | --- | --- | --- | --- | | RK1 + BézierFlow | 30.4 | Not recorded | 6940e7b2456146936284f994 | | RK1 + BézierFlow | 67.63 | Not recorded | 6940e7b2456146936284f994 | | RK2 + BézierFlow | 70.87 | Not recorded | 6940e7b2456146936284f994 | | RK1 + DMN | 79.54 | Not recorded | 6940e7b2456146936284f994 | | RK1 + LD3 | 81.35 | Not recorded | 6940e7b2456146936284f994 | | RK1 + GITS | 81.46 | Not recorded | 6940e7b2456146936284f994 | | RK1 | 89 | Not recorded | 6940e7b2456146936284f994 | | RK2 | 128.8 | Not recorded | 6940e7b2456146936284f994 | | RK1 + DMN | 170.53 | Not recorded | 6940e7b2456146936284f994 | | RK1 | 171.48 | Not recorded | 6940e7b2456146936284f994 | | RK1 + LD3 | 182.4 | Not recorded | 6940e7b2456146936284f994 | | RK1 + GITS | 183.4 | Not recorded | 6940e7b2456146936284f994 | | RK1 + Bespoke | 265.77 | Not recorded | 6940e7b2456146936284f994 | | RK2 + Bespoke | 309.6 | Not recorded | 6940e7b2456146936284f994 | | RK1 + BézierFlow | 314.52 | Not recorded | 6940e7b2456146936284f994 | | RK1 | 379.22 | Not recorded | 6940e7b2456146936284f994 | | RK1 + Bespoke | 405.94 | Not recorded | 6940e7b2456146936284f994 | | RK1 + Bespoke | 471.18 | Not recorded | 6940e7b2456146936284f994 | ### RK1 + BézierFlow FID: 30.4. Result ID: 699960145698665ec4cc3d87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":3}. This record does not assert independent reproduction. ### RK1 + BézierFlow FID: 67.63. Result ID: 699960145698665ec4cc3d86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":2}. This record does not assert independent reproduction. ### RK2 + BézierFlow FID: 70.87. Result ID: 699960145698665ec4cc3d8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":2}. This record does not assert independent reproduction. ### RK1 + DMN FID: 79.54. Result ID: 699960145698665ec4cc3d7d. [Reporting paper]() Recorded evaluation configuration: {"NFE":3}. This record does not assert independent reproduction. ### RK1 + LD3 FID: 81.35. Result ID: 699960145698665ec4cc3d84. [Reporting paper]() Recorded evaluation configuration: {"NFE":3}. This record does not assert independent reproduction. ### RK1 + GITS FID: 81.46. Result ID: 699960145698665ec4cc3d7f. [Reporting paper]() Recorded evaluation configuration: {"NFE":3}. This record does not assert independent reproduction. ### RK1 FID: 89. Result ID: 699960145698665ec4cc3d7b. [Reporting paper]() Recorded evaluation configuration: {"NFE":3}. This record does not assert independent reproduction. ### RK2 FID: 128.8. Result ID: 699960145698665ec4cc3d88. [Reporting paper]() Recorded evaluation configuration: {"NFE":2}. This record does not assert independent reproduction. ### RK1 + DMN FID: 170.53. Result ID: 699960145698665ec4cc3d7c. [Reporting paper]() Recorded evaluation configuration: {"NFE":2}. This record does not assert independent reproduction. ### RK1 FID: 171.48. Result ID: 699960145698665ec4cc3d7a. [Reporting paper]() Recorded evaluation configuration: {"NFE":2}. This record does not assert independent reproduction. ### RK1 + LD3 FID: 182.4. Result ID: 699960145698665ec4cc3d83. [Reporting paper]() Recorded evaluation configuration: {"NFE":2}. This record does not assert independent reproduction. ### RK1 + GITS FID: 183.4. Result ID: 699960145698665ec4cc3d7e. [Reporting paper]() Recorded evaluation configuration: {"NFE":2}. This record does not assert independent reproduction. ### RK1 + Bespoke FID: 265.77. Result ID: 699960145698665ec4cc3d82. [Reporting paper]() Recorded evaluation configuration: {"NFE":3}. This record does not assert independent reproduction. ### RK2 + Bespoke FID: 309.6. Result ID: 699960145698665ec4cc3d89. [Reporting paper]() Recorded evaluation configuration: {"NFE":2}. This record does not assert independent reproduction. ### RK1 + BézierFlow FID: 314.52. Result ID: 699960145698665ec4cc3d85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NFE":1}. This record does not assert independent reproduction. ### RK1 FID: 379.22. Result ID: 699960145698665ec4cc3d79. [Reporting paper]() Recorded evaluation configuration: {"NFE":1}. This record does not assert independent reproduction. ### RK1 + Bespoke FID: 405.94. Result ID: 699960145698665ec4cc3d81. [Reporting paper]() Recorded evaluation configuration: {"NFE":2}. This record does not assert independent reproduction. ### RK1 + Bespoke FID: 471.18. Result ID: 699960145698665ec4cc3d80. [Reporting paper]() Recorded evaluation configuration: {"NFE":1}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.