# Layout-to-image synthesis on COCO-Stuff 22 (test) Source: [Layout-to-image synthesis on COCO-Stuff 22 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:04.857Z Evaluation of Layout-to-image synthesis models on the test split of the COCO-Stuff 22 dataset, assessed using metrics including Inception Score (IS), FID, and Diversity Score (DS). 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 | Layout-to-image synthesis | | Dataset (including any stated split) | COCO-Stuff 22 (test) | | Metric | Inception Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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](): Higher is better; unit: SCALAR. - [FID](): Lower is better; unit: SCALAR. - [Diversity Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Inception Score | Result date | Report paper | | --- | --- | --- | --- | | Real Images | 34.5 | Not recorded | 68fa699e1e209131cea23203 | | Real Images | 28.1 | Not recorded | 68fa699e1e209131cea23203 | | Real Images | 22.3 | Not recorded | 68fa699e1e209131cea23203 | | LostGAN-V2 | 18.01 | Not recorded | 68fa699e1e209131cea23203 | | LostGAN-V2 | 17.55 | Not recorded | 68fa699e1e209131cea23203 | | Real Images | 16.3 | Not recorded | 68fa699e1e209131cea23203 | | Grid2Im | 15.23 | Not recorded | 68fa699e1e209131cea23203 | | LostGAN-V2 | 14.21 | Not recorded | 68fa699e1e209131cea23203 | | LostGAN-V1 | 13.8 | Not recorded | 68fa699e1e209131cea23203 | | Grid2Im | 11.22 | Not recorded | 68fa699e1e209131cea23203 | | LostGAN-V1 | 9.8 | Not recorded | 68fa699e1e209131cea23203 | | Layout2Im + OWA | 9.7 | Not recorded | 68fa699e1e209131cea23203 | | Layout2Im | 9.1 | Not recorded | 68fa699e1e209131cea23203 | | sg2im | 7.3 | Not recorded | 68fa699e1e209131cea23203 | | pix2pix | 3.5 | Not recorded | 68fa699e1e209131cea23203 | ### Real Images Inception Score: 34.5. Result ID: 698dc7868b517eb43323acfe. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"512x512"}. This record does not assert independent reproduction. ### Real Images Inception Score: 28.1. Result ID: 698dc7868b517eb43323acfd. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction. ### Real Images Inception Score: 22.3. Result ID: 698dc7868b517eb43323acfc. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"128x128"}. This record does not assert independent reproduction. ### LostGAN-V2 Inception Score: 18.01. Result ID: 698dc7868b517eb43323ad08. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction. ### LostGAN-V2 Inception Score: 17.55. Result ID: 698dc7868b517eb43323ad09. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"512x512"}. This record does not assert independent reproduction. ### Real Images Inception Score: 16.3. Result ID: 698dc7868b517eb43323acfb. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"64x64"}. This record does not assert independent reproduction. ### Grid2Im Inception Score: 15.23. Result ID: 698dc7868b517eb43323ad07. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"256x256","Layout":"GT Layout"}. This record does not assert independent reproduction. ### LostGAN-V2 Inception Score: 14.21. Result ID: 698dc7868b517eb43323ad06. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"128x128"}. This record does not assert independent reproduction. ### LostGAN-V1 Inception Score: 13.8. Result ID: 698dc7868b517eb43323ad05. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"128x128"}. This record does not assert independent reproduction. ### Grid2Im Inception Score: 11.22. Result ID: 698dc7868b517eb43323ad04. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"128x128","Layout":"GT Layout"}. This record does not assert independent reproduction. ### LostGAN-V1 Inception Score: 9.8. Result ID: 698dc7868b517eb43323ad03. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"64x64"}. This record does not assert independent reproduction. ### Layout2Im + OWA Inception Score: 9.7. Result ID: 698dc7868b517eb43323ad02. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"64x64","Component":"OWA"}. This record does not assert independent reproduction. ### Layout2Im Inception Score: 9.1. Result ID: 698dc7868b517eb43323ad01. [Reporting paper]() Recorded evaluation configuration: {"Resolution":"64x64"}. This record does not assert independent reproduction. ### sg2im Inception Score: 7.3. Result ID: 698dc7868b517eb43323ad00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Resolution":"64x64","Layout":"GT Layout"}. This record does not assert independent reproduction. ### pix2pix Inception Score: 3.5. Result ID: 698dc7868b517eb43323acff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Resolution":"64x64"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.