# Image Generation on ImageNet 512x512 (test val 50K images) Source: [Image Generation on ImageNet 512x512 (test val 50K images)]() Collection index: [llms.txt]() Data updated: 2026-07-03T08:05:09.440Z Evaluation of image generation models on a 50,000 image subset of the ImageNet dataset rendered at 512x512 resolution, using the combined test and validation splits. Primary metric observed is 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) | ImageNet 512x512 (test val 50K images) | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 7 of 7 | | 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 | | --- | --- | --- | --- | | RL-EMA | 2.52 | Not recorded | 6a474216143ebdcacacc5d6c | | EDM2-S | 2.57 | Not recorded | 6a474216143ebdcacacc5d6c | | RL-EMA | 3.52 | Not recorded | 6a474216143ebdcacacc5d6c | | EDM2-XS | 3.74 | Not recorded | 6a474216143ebdcacacc5d6c | | ADM-U | 9.96 | Not recorded | 6a474216143ebdcacacc5d6c | | DiT-XL/2 | 12.03 | Not recorded | 6a474216143ebdcacacc5d6c | | ADM | 23.24 | Not recorded | 6a474216143ebdcacacc5d6c | ### RL-EMA FID: 2.52. Result ID: 6a476d3360b88bb339936f0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"EDM2-S"}. This record does not assert independent reproduction. ### EDM2-S FID: 2.57. Result ID: 6a476d3360b88bb339936f0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RL-EMA FID: 3.52. Result ID: 6a476d3360b88bb339936f0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"EDM2-XS"}. This record does not assert independent reproduction. ### EDM2-XS FID: 3.74. Result ID: 6a476d3360b88bb339936f0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ADM-U FID: 9.96. Result ID: 6a476d3360b88bb339936f09. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiT-XL/2 FID: 12.03. Result ID: 6a476d3360b88bb339936f0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ADM FID: 23.24. Result ID: 6a476d3360b88bb339936f08. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.