# Gaussian Deblurring on ImageNet (sigma=3) Source: [Gaussian Deblurring on ImageNet (sigma=3)]() Collection index: [llms.txt]() Data updated: 2026-03-18T09:25:25.784Z Evaluation of Gaussian deblurring performance on ImageNet corrupted specifically with a Gaussian blur kernel of sigma=3, measured using LPIPS, FID, and IS. 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 | Gaussian Deblurring | | Dataset (including any stated split) | ImageNet Gaussian Blur sigma=3 | | Metric | LPIPS | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 14 of 14 | | 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 - [LPIPS](): Lower is better; unit: SCALAR. - [FID](): Lower is better; unit: SCALAR. - [IS](): Higher is better; unit: SCALAR. ## Recorded results | Method | LPIPS | Result date | Report paper | | --- | --- | --- | --- | | TFG | 0.16 | Not recorded | 69ba31b30636e5bf4afc0a4b | | TFG | 0.17 | Not recorded | 69ba31b30636e5bf4afc0a4b | | AdamDPS | 0.17 | Not recorded | 69ba31b30636e5bf4afc0a4b | | TFG | 0.2 | Not recorded | 69ba31b30636e5bf4afc0a4b | | AdamMPGD | 0.2 | Not recorded | 69ba31b30636e5bf4afc0a4b | | AdamPiGDM | 0.2 | Not recorded | 69ba31b30636e5bf4afc0a4b | | DPS | 0.23 | Not recorded | 69ba31b30636e5bf4afc0a4b | | MPGD | 0.23 | Not recorded | 69ba31b30636e5bf4afc0a4b | | UGD | 0.23 | Not recorded | 69ba31b30636e5bf4afc0a4b | | UGD | 0.26 | Not recorded | 69ba31b30636e5bf4afc0a4b | | RED-diff | 0.27 | Not recorded | 69ba31b30636e5bf4afc0a4b | | LGD | 0.31 | Not recorded | 69ba31b30636e5bf4afc0a4b | | UGD | 0.33 | Not recorded | 69ba31b30636e5bf4afc0a4b | | PiGDM | 0.48 | Not recorded | 69ba31b30636e5bf4afc0a4b | ### TFG LPIPS: 0.16. Result ID: 69ba6f8447f34ce924a4ad99. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of iterations":"4"}. This record does not assert independent reproduction. ### TFG LPIPS: 0.17. Result ID: 69ba6f8447f34ce924a4ad98. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of iterations":"2"}. This record does not assert independent reproduction. ### AdamDPS LPIPS: 0.17. Result ID: 69ba6f8447f34ce924a4ad9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TFG LPIPS: 0.2. Result ID: 69ba6f8447f34ce924a4ad97. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of iterations":"1"}. This record does not assert independent reproduction. ### AdamMPGD LPIPS: 0.2. Result ID: 69ba6f8447f34ce924a4ad9a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AdamPiGDM LPIPS: 0.2. Result ID: 69ba6f8447f34ce924a4ad9b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DPS LPIPS: 0.23. Result ID: 69ba6f8447f34ce924a4ad91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MPGD LPIPS: 0.23. Result ID: 69ba6f8447f34ce924a4ad93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGD LPIPS: 0.23. Result ID: 69ba6f8447f34ce924a4ad96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of iterations":"4"}. This record does not assert independent reproduction. ### UGD LPIPS: 0.26. Result ID: 69ba6f8447f34ce924a4ad95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of iterations":"2"}. This record does not assert independent reproduction. ### RED-diff LPIPS: 0.27. Result ID: 69ba6f8447f34ce924a4ad90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LGD LPIPS: 0.31. Result ID: 69ba6f8447f34ce924a4ad92. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGD LPIPS: 0.33. Result ID: 69ba6f8447f34ce924a4ad94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of iterations":"1"}. This record does not assert independent reproduction. ### PiGDM LPIPS: 0.48. Result ID: 69ba6f8447f34ce924a4ad8f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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