# Conditional Image Generation on ImageNet-1K 256x256 (val, CFG=1.5) Source: [Conditional Image Generation on ImageNet-1K 256x256 (val, CFG=1.5)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:56.076Z Evaluation of conditional image generation models on the validation split of the ImageNet-1K dataset rendered at 256x256 resolution, specifically using a Classifier-Free Guidance (CFG) scale of 1.5. Metrics typically include IS, FID, sFID, and Precision. 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 | Conditional Image Generation | | Dataset (including any stated split) | ImageNet 256x256 CFG=1.5 1K (val) | | Metric | IS | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [IS](): Higher is better; unit: SCALAR. - [FID](): Lower is better; unit: SCALAR. - [sFID](): Lower is better; unit: SCALAR. - [Precision](): Higher is better; unit: SCALAR. ## Recorded results | Method | IS | Result date | Report paper | | --- | --- | --- | --- | | FP | 241.18 | Not recorded | 6937ad2a6cfd488761a4e9cc | | TreeQ-PTQ | 219.66 | Not recorded | 6937ad2a6cfd488761a4e9cc | | TreeQ-PEFT | 206.1 | Not recorded | 6937ad2a6cfd488761a4e9cc | | Baseline | 192.13 | Not recorded | 6937ad2a6cfd488761a4e9cc | | Baseline | 142.14 | Not recorded | 6937ad2a6cfd488761a4e9cc | | TreeQ-PEFT | 135.84 | Not recorded | 6937ad2a6cfd488761a4e9cc | | Baseline | 128.06 | Not recorded | 6937ad2a6cfd488761a4e9cc | | TreeQ-PTQ | 85.21 | Not recorded | 6937ad2a6cfd488761a4e9cc | | MPQ-DM | 76.35 | Not recorded | 6937ad2a6cfd488761a4e9cc | | Quarot | 53.12 | Not recorded | 6937ad2a6cfd488761a4e9cc | | Baseline | 20.59 | Not recorded | 6937ad2a6cfd488761a4e9cc | | QueST | 4.87 | Not recorded | 6937ad2a6cfd488761a4e9cc | | MPQ-DM | 3.45 | Not recorded | 6937ad2a6cfd488761a4e9cc | | Quarot | 3.43 | Not recorded | 6937ad2a6cfd488761a4e9cc | | PTQ4DiT | 3.05 | Not recorded | 6937ad2a6cfd488761a4e9cc | | SVD-Quant | 2.48 | Not recorded | 6937ad2a6cfd488761a4e9cc | | Q-DiT | 2.01 | Not recorded | 6937ad2a6cfd488761a4e9cc | | SVD-Quant | 1.25 | Not recorded | 6937ad2a6cfd488761a4e9cc | ### FP IS: 241.18. Result ID: 699882f45698665ec4e433ea. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"N/A","W/A":"32/32"}. This record does not assert independent reproduction. ### TreeQ-PTQ IS: 219.66. Result ID: 699882f45698665ec4e433f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PTQ","W/A":"4/4"}. This record does not assert independent reproduction. ### TreeQ-PEFT IS: 206.1. Result ID: 699882f45698665ec4e433f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PEFT","W/A":"4/4"}. This record does not assert independent reproduction. ### Baseline IS: 192.13. Result ID: 699882f45698665ec4e433f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PEFT","W/A":"4/4"}. This record does not assert independent reproduction. ### Baseline IS: 142.14. Result ID: 699882f45698665ec4e433ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PTQ","W/A":"4/4"}. This record does not assert independent reproduction. ### TreeQ-PEFT IS: 135.84. Result ID: 699882f45698665ec4e433fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PEFT","W/A":"3/3"}. This record does not assert independent reproduction. ### Baseline IS: 128.06. Result ID: 699882f45698665ec4e433fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PEFT","W/A":"3/3"}. This record does not assert independent reproduction. ### TreeQ-PTQ IS: 85.21. Result ID: 699882f45698665ec4e433f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PTQ","W/A":"3/3"}. This record does not assert independent reproduction. ### MPQ-DM IS: 76.35. Result ID: 699882f45698665ec4e433f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PEFT","W/A":"4/4"}. This record does not assert independent reproduction. ### Quarot IS: 53.12. Result ID: 699882f45698665ec4e433ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"PTQ","W/A":"4/4"}. This record does not assert independent reproduction. ### Baseline IS: 20.59. Result ID: 699882f45698665ec4e433f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PTQ","W/A":"3/3"}. This record does not assert independent reproduction. ### QueST IS: 4.87. Result ID: 699882f45698665ec4e433f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PEFT","W/A":"4/4"}. This record does not assert independent reproduction. ### MPQ-DM IS: 3.45. Result ID: 699882f45698665ec4e433f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PEFT","W/A":"3/3"}. This record does not assert independent reproduction. ### Quarot IS: 3.43. Result ID: 699882f45698665ec4e433f2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"PTQ","W/A":"3/3"}. This record does not assert independent reproduction. ### PTQ4DiT IS: 3.05. Result ID: 699882f45698665ec4e433ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"PTQ","W/A":"4/4"}. This record does not assert independent reproduction. ### SVD-Quant IS: 2.48. Result ID: 699882f45698665ec4e433eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PTQ","W/A":"4/4"}. This record does not assert independent reproduction. ### Q-DiT IS: 2.01. Result ID: 699882f45698665ec4e433ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"PTQ","W/A":"4/4"}. This record does not assert independent reproduction. ### SVD-Quant IS: 1.25. Result ID: 699882f45698665ec4e433f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PTQ","W/A":"3/3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.