# Generative Modeling Evaluation on ImageNet 256x256 Source: [Generative Modeling Evaluation on ImageNet 256x256]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:42.236Z Evaluation of generative models on the ImageNet dataset rendered at 256x256 resolution, typically measured using KGEL metrics. 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 | Generative Modeling Evaluation | | Dataset (including any stated split) | ImageNet 256x256 | | Metric | KGEL2 ET | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [KGEL2 ET](): Higher is better; unit: SCALAR. - [KGEL EL](): Higher is better; unit: SCALAR. - [KGEL ET](): Higher is better; unit: SCALAR. - [KGEL2 EL](): Higher is better; unit: SCALAR. ## Recorded results | Method | KGEL2 ET | Result date | Report paper | | --- | --- | --- | --- | | VQ-VAE2 | 5.851 | Not recorded | 68fa70391e209131cea49af2 | | VQ-VAE2 | 5.723 | Not recorded | 68fa70391e209131cea49af2 | | BIGGAN-DEEP | 1.955 | Not recorded | 68fa70391e209131cea49af2 | | VQGAN\* | 1.717 | Not recorded | 68fa70391e209131cea49af2 | | VQGAN\* | 1.487 | Not recorded | 68fa70391e209131cea49af2 | | ADM-G | 1.442 | Not recorded | 68fa70391e209131cea49af2 | | BIGGAN-DEEP | 1.404 | Not recorded | 68fa70391e209131cea49af2 | | BIGGAN-DEEP | 1.396 | Not recorded | 68fa70391e209131cea49af2 | | ADM-G | 1.378 | Not recorded | 68fa70391e209131cea49af2 | | ADM-G | 1.324 | Not recorded | 68fa70391e209131cea49af2 | | ADM-G | 1.294 | Not recorded | 68fa70391e209131cea49af2 | | BIGGAN-DEEP | 1.288 | Not recorded | 68fa70391e209131cea49af2 | | BIGGAN-DEEP | 1.26 | Not recorded | 68fa70391e209131cea49af2 | | ADM | 1.255 | Not recorded | 68fa70391e209131cea49af2 | | ADM | 1.244 | Not recorded | 68fa70391e209131cea49af2 | | BIGGAN-DEEP | 1.222 | Not recorded | 68fa70391e209131cea49af2 | | CDM | 1.21 | Not recorded | 68fa70391e209131cea49af2 | | CDM | 1.204 | Not recorded | 68fa70391e209131cea49af2 | | BIGGAN-DEEP | 1.203 | Not recorded | 68fa70391e209131cea49af2 | | ADM-G | 1.188 | Not recorded | 68fa70391e209131cea49af2 | | ADM-G | 1.185 | Not recorded | 68fa70391e209131cea49af2 | | BIGGAN-DEEP | 1.166 | Not recorded | 68fa70391e209131cea49af2 | | VQGAN\*\* | 1.158 | Not recorded | 68fa70391e209131cea49af2 | | VQGAN\*\* | 1.148 | Not recorded | 68fa70391e209131cea49af2 | | TRAINING SET | 1.021 | Not recorded | 68fa70391e209131cea49af2 | | TRAINING SET | 1.017 | Not recorded | 68fa70391e209131cea49af2 | | THEOR. OPT | 1 | Not recorded | 68fa70391e209131cea49af2 | ### VQ-VAE2 KGEL2 ET: 5.851. Result ID: 6991247c3a6c31484905ffc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"One-sample"}. This record does not assert independent reproduction. ### VQ-VAE2 KGEL2 ET: 5.723. Result ID: 6991247c3a6c31484905ffca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Two-sample"}. This record does not assert independent reproduction. ### BIGGAN-DEEP KGEL2 ET: 1.955. Result ID: 6991247c3a6c31484905ffc8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Truncation parameter (T)":0.2,"Evaluation Protocol":"Two-sample"}. This record does not assert independent reproduction. ### VQGAN\* KGEL2 ET: 1.717. Result ID: 6991247c3a6c31484905ffcc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"k":600,"t":1,"p":0.92,"Evaluation Protocol":"Two-sample"}. This record does not assert independent reproduction. ### VQGAN\* KGEL2 ET: 1.487. Result ID: 6991247c3a6c31484905ffcb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"k":600,"t":1,"p":0.92,"Evaluation Protocol":"One-sample"}. This record does not assert independent reproduction. ### ADM-G KGEL2 ET: 1.442. Result ID: 6991247c3a6c31484905ffd6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Guidance scale":10,"Evaluation Protocol":"Two-sample"}. This record does not assert independent reproduction. ### BIGGAN-DEEP KGEL2 ET: 1.404. Result ID: 6991247c3a6c31484905ffc6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Truncation parameter (T)":0.6,"Evaluation Protocol":"Two-sample"}. This record does not assert independent reproduction. ### BIGGAN-DEEP KGEL2 ET: 1.396. Result ID: 6991247c3a6c31484905ffc7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Truncation parameter (T)":0.2,"Evaluation Protocol":"One-sample"}. This record does not assert independent reproduction. ### ADM-G KGEL2 ET: 1.378. Result ID: 6991247c3a6c31484905ffd5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Guidance scale":10,"Evaluation Protocol":"One-sample"}. This record does not assert independent reproduction. ### ADM-G KGEL2 ET: 1.324. Result ID: 6991247c3a6c31484905ffd4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Guidance scale":5,"Evaluation Protocol":"Two-sample"}. This record does not assert independent reproduction. ### ADM-G KGEL2 ET: 1.294. Result ID: 6991247c3a6c31484905ffd3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Guidance scale":5,"Evaluation Protocol":"One-sample"}. This record does not assert independent reproduction. ### BIGGAN-DEEP KGEL2 ET: 1.288. Result ID: 6991247c3a6c31484905ffc4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Truncation parameter (T)":0.8,"Evaluation Protocol":"Two-sample"}. This record does not assert independent reproduction. ### BIGGAN-DEEP KGEL2 ET: 1.26. Result ID: 6991247c3a6c31484905ffc5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Truncation parameter (T)":0.6,"Evaluation Protocol":"One-sample"}. This record does not assert independent reproduction. ### ADM KGEL2 ET: 1.255. Result ID: 6991247c3a6c31484905ffcf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"One-sample"}. This record does not assert independent reproduction. ### ADM KGEL2 ET: 1.244. Result ID: 6991247c3a6c31484905ffd0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Two-sample"}. This record does not assert independent reproduction. ### BIGGAN-DEEP KGEL2 ET: 1.222. Result ID: 6991247c3a6c31484905ffc2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Truncation parameter (T)":1,"Evaluation Protocol":"Two-sample"}. This record does not assert independent reproduction. ### CDM KGEL2 ET: 1.21. Result ID: 6991247c3a6c31484905ffd7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"One-sample"}. This record does not assert independent reproduction. ### CDM KGEL2 ET: 1.204. Result ID: 6991247c3a6c31484905ffd8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Two-sample"}. This record does not assert independent reproduction. ### BIGGAN-DEEP KGEL2 ET: 1.203. Result ID: 6991247c3a6c31484905ffc3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Truncation parameter (T)":0.8,"Evaluation Protocol":"One-sample"}. This record does not assert independent reproduction. ### ADM-G KGEL2 ET: 1.188. Result ID: 6991247c3a6c31484905ffd2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Guidance scale":1,"Evaluation Protocol":"Two-sample"}. This record does not assert independent reproduction. ### ADM-G KGEL2 ET: 1.185. Result ID: 6991247c3a6c31484905ffd1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Guidance scale":1,"Evaluation Protocol":"One-sample"}. This record does not assert independent reproduction. ### BIGGAN-DEEP KGEL2 ET: 1.166. Result ID: 6991247c3a6c31484905ffc1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Truncation parameter (T)":1,"Evaluation Protocol":"One-sample"}. This record does not assert independent reproduction. ### VQGAN\*\* KGEL2 ET: 1.158. Result ID: 6991247c3a6c31484905ffce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"k":600,"a":0.05,"p":1,"Evaluation Protocol":"Two-sample"}. This record does not assert independent reproduction. ### VQGAN\*\* KGEL2 ET: 1.148. Result ID: 6991247c3a6c31484905ffcd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"k":600,"a":0.05,"p":1,"Evaluation Protocol":"One-sample"}. This record does not assert independent reproduction. ### TRAINING SET KGEL2 ET: 1.021. Result ID: 6991247c3a6c31484905ffbf. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"One-sample"}. This record does not assert independent reproduction. ### TRAINING SET KGEL2 ET: 1.017. Result ID: 6991247c3a6c31484905ffc0. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Two-sample"}. This record does not assert independent reproduction. ### THEOR. OPT KGEL2 ET: 1. Result ID: 6991247c3a6c31484905ffbe. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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