# Synthetic Image Generation on DEVICE-TEM synthetic Source: [Synthetic Image Generation on DEVICE-TEM synthetic]() Collection index: [llms.txt]() Data updated: 2026-06-24T08:56:01.109Z Evaluation of synthetic image generation models on the DEVICE-TEM synthetic dataset, measured using signal fidelity metrics including Noise standard deviation, Signal-to-Noise Ratio (SNR), and High-Frequency Noise Ratio (HFNR). 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 | Synthetic Image Generation | | Dataset (including any stated split) | DEVICE-TEM synthetic | | Metric | Noise Std | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 10 of 10 | | 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 - [Noise Std](): Lower is better; unit: SCALAR. - [SNR](): Higher is better; unit: SCALAR. - [HFNR](): Lower is better; unit: SCALAR. ## Recorded results | Method | Noise Std | Result date | Report paper | | --- | --- | --- | --- | | MS-SSIM VAE | 0.008 | Not recorded | 6a3b64e7206542251d7c9a5e | | MS-SSIM VAE | 0.009 | Not recorded | 6a3b64e7206542251d7c9a5e | | Original Data | 0.016 | Not recorded | 6a3b64e7206542251d7c9a5e | | Patch-based Progressive DDPM | 0.018 | Not recorded | 6a3b64e7206542251d7c9a5e | | Patch-based Progressive DDPM | 0.018 | Not recorded | 6a3b64e7206542251d7c9a5e | | Base DDPM | 0.018 | Not recorded | 6a3b64e7206542251d7c9a5e | | Base DDPM | 0.019 | Not recorded | 6a3b64e7206542251d7c9a5e | | Original Data | 0.022 | Not recorded | 6a3b64e7206542251d7c9a5e | | DCGAN | 0.05 | Not recorded | 6a3b64e7206542251d7c9a5e | | DCGAN | 0.052 | Not recorded | 6a3b64e7206542251d7c9a5e | ### MS-SSIM VAE Noise Std: 0.008. Result ID: 6a3b9b95fbc373592c450cbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stat":"med."}. This record does not assert independent reproduction. ### MS-SSIM VAE Noise Std: 0.009. Result ID: 6a3b9b95fbc373592c450cbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stat":"mean"}. This record does not assert independent reproduction. ### Original Data Noise Std: 0.016. Result ID: 6a3b9b95fbc373592c450cb6. [Reporting paper]() Recorded evaluation configuration: {"Stat":"med."}. This record does not assert independent reproduction. ### Patch-based Progressive DDPM Noise Std: 0.018. Result ID: 6a3b9b95fbc373592c450cb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stat":"mean"}. This record does not assert independent reproduction. ### Patch-based Progressive DDPM Noise Std: 0.018. Result ID: 6a3b9b95fbc373592c450cb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stat":"med."}. This record does not assert independent reproduction. ### Base DDPM Noise Std: 0.018. Result ID: 6a3b9b95fbc373592c450cba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stat":"med."}. This record does not assert independent reproduction. ### Base DDPM Noise Std: 0.019. Result ID: 6a3b9b95fbc373592c450cb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stat":"mean"}. This record does not assert independent reproduction. ### Original Data Noise Std: 0.022. Result ID: 6a3b9b95fbc373592c450cb5. [Reporting paper]() Recorded evaluation configuration: {"Stat":"mean"}. This record does not assert independent reproduction. ### DCGAN Noise Std: 0.05. Result ID: 6a3b9b95fbc373592c450cbe. [Reporting paper]() Recorded evaluation configuration: {"Stat":"med."}. This record does not assert independent reproduction. ### DCGAN Noise Std: 0.052. Result ID: 6a3b9b95fbc373592c450cbd. [Reporting paper]() Recorded evaluation configuration: {"Stat":"mean"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.