# Unconditional Image Generation on ImageNet (train val) Source: [Unconditional Image Generation on ImageNet (train val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:44:31.284Z Evaluation of unconditional image generation models on the combined training and validation splits of the standard ImageNet dataset. 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) | ImageNet (train val) | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 13 of 13 | | 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. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [Density](): Higher is better; unit: PERCENT. - [Coverage](): Higher is better; unit: PERCENT. - [Vendi Score](): Higher is better; unit: SCALAR. - [IRS\_inf\_a](): Higher is better; unit: SCALAR. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | DiT-XL/2-256 | 8.72 | Not recorded | 68fa76231e209131cea6b6ee | | DiT-XL/2-512 | 9.54 | Not recorded | 68fa76231e209131cea6b6ee | | MAR-B-256 | 10.36 | Not recorded | 68fa76231e209131cea6b6ee | | MAR-L-256 | 10.36 | Not recorded | 68fa76231e209131cea6b6ee | | MAR-H-256 | 10.36 | Not recorded | 68fa76231e209131cea6b6ee | | ADM-256 | 30.3 | Not recorded | 68fa76231e209131cea6b6ee | | LDM-256 | 37.39 | Not recorded | 68fa76231e209131cea6b6ee | | EDM-2-XS-512 | 75.02 | Not recorded | 68fa76231e209131cea6b6ee | | EDM-2-M-512 | 107.45 | Not recorded | 68fa76231e209131cea6b6ee | | EDM-2-L-512 | 118.87 | Not recorded | 68fa76231e209131cea6b6ee | | EDM-2-S-512 | 122.48 | Not recorded | 68fa76231e209131cea6b6ee | | EDM-2-XXL-512 | 124.29 | Not recorded | 68fa76231e209131cea6b6ee | | EDM-2-XL-512 | 141.74 | Not recorded | 68fa76231e209131cea6b6ee | ### DiT-XL/2-256 FID: 8.72. Result ID: 6994264c3a6c3148491b66e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Resolution":"256","Conditioning":"false"}. This record does not assert independent reproduction. ### DiT-XL/2-512 FID: 9.54. Result ID: 6994264c3a6c3148491b66e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Resolution":"512","Conditioning":"false"}. This record does not assert independent reproduction. ### MAR-B-256 FID: 10.36. Result ID: 6994264c3a6c3148491b66e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Resolution":"256","Conditioning":"false"}. This record does not assert independent reproduction. ### MAR-L-256 FID: 10.36. Result ID: 6994264c3a6c3148491b66ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Resolution":"256","Conditioning":"false"}. This record does not assert independent reproduction. ### MAR-H-256 FID: 10.36. Result ID: 6994264c3a6c3148491b66eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Resolution":"256","Conditioning":"false"}. This record does not assert independent reproduction. ### ADM-256 FID: 30.3. Result ID: 6994264c3a6c3148491b66e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Resolution":"256","Conditioning":"false"}. This record does not assert independent reproduction. ### LDM-256 FID: 37.39. Result ID: 6994264c3a6c3148491b66ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Image Resolution":"256","Conditioning":"false"}. This record does not assert independent reproduction. ### EDM-2-XS-512 FID: 75.02. Result ID: 6994264c3a6c3148491b66ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Resolution":"512","Conditioning":"false"}. This record does not assert independent reproduction. ### EDM-2-M-512 FID: 107.45. Result ID: 6994264c3a6c3148491b66ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Resolution":"512","Conditioning":"false"}. This record does not assert independent reproduction. ### EDM-2-L-512 FID: 118.87. Result ID: 6994264c3a6c3148491b66f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Resolution":"512","Conditioning":"false"}. This record does not assert independent reproduction. ### EDM-2-S-512 FID: 122.48. Result ID: 6994264c3a6c3148491b66ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Resolution":"512","Conditioning":"false"}. This record does not assert independent reproduction. ### EDM-2-XXL-512 FID: 124.29. Result ID: 6994264c3a6c3148491b66f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Resolution":"512","Conditioning":"false"}. This record does not assert independent reproduction. ### EDM-2-XL-512 FID: 141.74. Result ID: 6994264c3a6c3148491b66f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Image Resolution":"512","Conditioning":"false"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.