# Class-conditional Image Generation on ImageNet-400 single-image prompts 1.0 (test) Source: [Class-conditional Image Generation on ImageNet-400 single-image prompts 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-05-21T10:24:40.668Z Evaluation of Class-Conditional Image Generation models using the ImageNet-400 single-image prompts 1.0 test set, measured using FID, Vendi scores, and CLIP Score. 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-400 single-image prompts 1.0 (test) | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 5 of 5 | | 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. - [Vendi (Pixel)](): Lower is better; unit: SCALAR. - [Vendi (Inception)](): Lower is better; unit: SCALAR. - [CLIP Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | Oscar | 99.3 | Not recorded | 68fa7bfe1e209131cea8bc36 | | PG | 99.7 | Not recorded | 68fa7bfe1e209131cea8bc36 | | DPP | 100.3 | Not recorded | 68fa7bfe1e209131cea8bc36 | | FM-SD3.5 | 100.4 | Not recorded | 68fa7bfe1e209131cea8bc36 | | CADS | 101.1 | Not recorded | 68fa7bfe1e209131cea8bc36 | ### Oscar FID: 99.3. Result ID: 6a0edbecfbc373592c06b169. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PG FID: 99.7. Result ID: 6a0edbecfbc373592c06b168. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DPP FID: 100.3. Result ID: 6a0edbecfbc373592c06b166. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FM-SD3.5 FID: 100.4. Result ID: 6a0edbecfbc373592c06b165. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CADS FID: 101.1. Result ID: 6a0edbecfbc373592c06b167. [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.