# Conditional Image Generation on ImageNet 1K 256x256 CFG=4.0 (val) Source: [Conditional Image Generation on ImageNet 1K 256x256 CFG=4.0 (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:05.688Z Evaluation of conditional image generation models on the validation split of ImageNet 1K, rendered at 256x256 resolution, specifically tested under Classifier-Free Guidance (CFG) scale 4.0. Metrics include Inception Score (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 1K 256x256 CFG=4.0 (val) | | Metric | Inception Score (IS) | | Unit | SCALAR | | Direction | Higher 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 - [Inception Score (IS)](): Higher is better; unit: SCALAR. - [Fréchet Inception Distance (FID)](): Lower is better; unit: SCALAR. - [Sharpness FID (sFID)](): Lower is better; unit: SCALAR. - [Precision](): Higher is better; unit: PERCENT. ## Recorded results | Method | Inception Score (IS) | Result date | Report paper | | --- | --- | --- | --- | | FP | 478.35 | Not recorded | 6937ad2a6cfd488761a4e9cc | | TreeQ-PEFT | 470.1 | Not recorded | 6937ad2a6cfd488761a4e9cc | | TreeQ-PTQ | 460.35 | Not recorded | 6937ad2a6cfd488761a4e9cc | | Baseline | 459.8 | Not recorded | 6937ad2a6cfd488761a4e9cc | | Baseline | 456.58 | Not recorded | 6937ad2a6cfd488761a4e9cc | | TreeQ-PEFT | 413.45 | Not recorded | 6937ad2a6cfd488761a4e9cc | | Baseline | 404.12 | Not recorded | 6937ad2a6cfd488761a4e9cc | | Quarot | 375.95 | Not recorded | 6937ad2a6cfd488761a4e9cc | | TreeQ-PTQ | 329.62 | Not recorded | 6937ad2a6cfd488761a4e9cc | | Baseline | 254.97 | Not recorded | 6937ad2a6cfd488761a4e9cc | | SVD-Quant | 6.86 | Not recorded | 6937ad2a6cfd488761a4e9cc | | Quarot | 4.51 | Not recorded | 6937ad2a6cfd488761a4e9cc | | SVD-Quant | 1.6 | Not recorded | 6937ad2a6cfd488761a4e9cc | ### FP Inception Score (IS): 478.35. Result ID: 699882f45698665ec4e433fc. [Reporting paper]() Recorded evaluation configuration: {"Paradigm":"N/A","W/A":"32/32"}. This record does not assert independent reproduction. ### TreeQ-PEFT Inception Score (IS): 470.1. Result ID: 699882f45698665ec4e43406. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PEFT","W/A":"4/4"}. This record does not assert independent reproduction. ### TreeQ-PTQ Inception Score (IS): 460.35. Result ID: 699882f45698665ec4e43400. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PTQ","W/A":"4/4"}. This record does not assert independent reproduction. ### Baseline Inception Score (IS): 459.8. Result ID: 699882f45698665ec4e43405. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PEFT","W/A":"4/4"}. This record does not assert independent reproduction. ### Baseline Inception Score (IS): 456.58. Result ID: 699882f45698665ec4e433ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PTQ","W/A":"4/4"}. This record does not assert independent reproduction. ### TreeQ-PEFT Inception Score (IS): 413.45. Result ID: 699882f45698665ec4e43408. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PEFT","W/A":"3/3"}. This record does not assert independent reproduction. ### Baseline Inception Score (IS): 404.12. Result ID: 699882f45698665ec4e43407. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PEFT","W/A":"3/3"}. This record does not assert independent reproduction. ### Quarot Inception Score (IS): 375.95. Result ID: 699882f45698665ec4e433fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"PTQ","W/A":"4/4"}. This record does not assert independent reproduction. ### TreeQ-PTQ Inception Score (IS): 329.62. Result ID: 699882f45698665ec4e43404. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PTQ","W/A":"3/3"}. This record does not assert independent reproduction. ### Baseline Inception Score (IS): 254.97. Result ID: 699882f45698665ec4e43403. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PTQ","W/A":"3/3"}. This record does not assert independent reproduction. ### SVD-Quant Inception Score (IS): 6.86. Result ID: 699882f45698665ec4e433fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Paradigm":"PTQ","W/A":"4/4"}. This record does not assert independent reproduction. ### Quarot Inception Score (IS): 4.51. Result ID: 699882f45698665ec4e43402. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Paradigm":"PTQ","W/A":"3/3"}. This record does not assert independent reproduction. ### SVD-Quant Inception Score (IS): 1.6. Result ID: 699882f45698665ec4e43401. [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.