# Class Conditional Image Generation on ImageNet 256x256 1k (train val) Source: [Class Conditional Image Generation on ImageNet 256x256 1k (train val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:44:25.160Z Evaluation of class-conditional image generation models on the 1k subset of ImageNet rendered at 256x256 resolution, using both training and validation splits. 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 | Class Conditional Image Generation | | Dataset (including any stated split) | ImageNet 256x256 1k (train val) | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 17 of 17 | | 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. - [sFID](): Lower is better; unit: SCALAR. - [IS](): Higher is better; unit: SCALAR. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | DiT-XL/2-G | 2.27 | Not recorded | 68fa715b1e209131cea50d2a | | DIFFUSSM-XL-G | 2.28 | Not recorded | 68fa715b1e209131cea50d2a | | U-ViT-H/2-G | 2.29 | Not recorded | 68fa715b1e209131cea50d2a | | StyleGAN-XL | 2.3 | Not recorded | 68fa715b1e209131cea50d2a | | ADM-G, ADM-U | 3.6 | Not recorded | 68fa715b1e209131cea50d2a | | LDM-4-G | 3.95 | Not recorded | 68fa715b1e209131cea50d2a | | ADM-G | 4.59 | Not recorded | 68fa715b1e209131cea50d2a | | CDM | 4.88 | Not recorded | 68fa715b1e209131cea50d2a | | MaskGIT | 6.18 | Not recorded | 68fa715b1e209131cea50d2a | | BigGAN-deep | 6.95 | Not recorded | 68fa715b1e209131cea50d2a | | ADM-U | 7.49 | Not recorded | 68fa715b1e209131cea50d2a | | LDM-8-G | 7.76 | Not recorded | 68fa715b1e209131cea50d2a | | DIFFUSSM-XL | 9.07 | Not recorded | 68fa715b1e209131cea50d2a | | DiT-XL/2 | 9.62 | Not recorded | 68fa715b1e209131cea50d2a | | LDM-4 | 10.56 | Not recorded | 68fa715b1e209131cea50d2a | | ADM | 10.94 | Not recorded | 68fa715b1e209131cea50d2a | | LDM-8 | 15.51 | Not recorded | 68fa715b1e209131cea50d2a | ### DiT-XL/2-G FID: 2.27. Result ID: 6991ad693a6c31484909d778. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Images(M)":1792,"Total Gflops":"2.13 x 10^11","Classifier-free Guidance":true}. This record does not assert independent reproduction. ### DIFFUSSM-XL-G FID: 2.28. Result ID: 6991ad693a6c31484909d779. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Images(M)":660,"Total Gflops":"1.85 x 10^11","Classifier-free Guidance":true}. This record does not assert independent reproduction. ### U-ViT-H/2-G FID: 2.29. Result ID: 6991ad693a6c31484909d777. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Images(M)":512,"Total Gflops":"6.81 x 10^10","Classifier-free Guidance":true}. This record does not assert independent reproduction. ### StyleGAN-XL FID: 2.3. Result ID: 6991ad693a6c31484909d76b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Classifier-free Guidance":false}. This record does not assert independent reproduction. ### ADM-G, ADM-U FID: 3.6. Result ID: 6991ad693a6c31484909d774. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Images(M)":507,"Total Gflops":"3.76 x 10^12","Classifier-free Guidance":true}. This record does not assert independent reproduction. ### LDM-4-G FID: 3.95. Result ID: 6991ad693a6c31484909d776. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Images(M)":213,"Total Gflops":"2.22 x 10^10","Classifier-free Guidance":true}. This record does not assert independent reproduction. ### ADM-G FID: 4.59. Result ID: 6991ad693a6c31484909d773. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Images(M)":507,"Total Gflops":"5.68 x 10^11","Classifier-free Guidance":true}. This record does not assert independent reproduction. ### CDM FID: 4.88. Result ID: 6991ad693a6c31484909d76e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Classifier-free Guidance":false}. This record does not assert independent reproduction. ### MaskGIT FID: 6.18. Result ID: 6991ad693a6c31484909d76a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Images(M)":355,"Classifier-free Guidance":false}. This record does not assert independent reproduction. ### BigGAN-deep FID: 6.95. Result ID: 6991ad693a6c31484909d769. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Classifier-free Guidance":false}. This record does not assert independent reproduction. ### ADM-U FID: 7.49. Result ID: 6991ad693a6c31484909d76d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Images(M)":507,"Total Gflops":"3.76 x 10^11","Classifier-free Guidance":false}. This record does not assert independent reproduction. ### LDM-8-G FID: 7.76. Result ID: 6991ad693a6c31484909d775. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Images(M)":307,"Total Gflops":"1.75 x 10^10","Classifier-free Guidance":true}. This record does not assert independent reproduction. ### DIFFUSSM-XL FID: 9.07. Result ID: 6991ad693a6c31484909d772. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Images(M)":660,"Total Gflops":"1.85 x 10^11","Classifier-free Guidance":false}. This record does not assert independent reproduction. ### DiT-XL/2 FID: 9.62. Result ID: 6991ad693a6c31484909d771. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Images(M)":1792,"Total Gflops":"2.13 x 10^11","Classifier-free Guidance":false}. This record does not assert independent reproduction. ### LDM-4 FID: 10.56. Result ID: 6991ad693a6c31484909d770. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Images(M)":213,"Total Gflops":"2.22 x 10^10","Classifier-free Guidance":false}. This record does not assert independent reproduction. ### ADM FID: 10.94. Result ID: 6991ad693a6c31484909d76c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Images(M)":507,"Total Gflops":"5.68 x 10^12","Classifier-free Guidance":false}. This record does not assert independent reproduction. ### LDM-8 FID: 15.51. Result ID: 6991ad693a6c31484909d76f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Total Images(M)":307,"Total Gflops":"1.75 x 10^10","Classifier-free Guidance":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.