# Gaussian Deblurring on ImageNet Gaussian Blur sigma=12 Source: [Gaussian Deblurring on ImageNet Gaussian Blur sigma=12]() Collection index: [llms.txt]() Data updated: 2026-03-18T09:25:25.806Z Evaluation of Gaussian deblurring performance on the ImageNet dataset corrupted specifically by a Gaussian blur kernel with sigma=12, 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=12 | | 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 | | --- | --- | --- | --- | | AdamPiGDM | 0.3 | Not recorded | 69ba31b30636e5bf4afc0a4b | | AdamDPS | 0.33 | Not recorded | 69ba31b30636e5bf4afc0a4b | | DPS | 0.34 | Not recorded | 69ba31b30636e5bf4afc0a4b | | TFG | 0.35 | Not recorded | 69ba31b30636e5bf4afc0a4b | | TFG | 0.36 | Not recorded | 69ba31b30636e5bf4afc0a4b | | TFG | 0.36 | Not recorded | 69ba31b30636e5bf4afc0a4b | | UGD | 0.37 | Not recorded | 69ba31b30636e5bf4afc0a4b | | AdamMPGD | 0.37 | Not recorded | 69ba31b30636e5bf4afc0a4b | | MPGD | 0.38 | Not recorded | 69ba31b30636e5bf4afc0a4b | | UGD | 0.38 | Not recorded | 69ba31b30636e5bf4afc0a4b | | LGD | 0.39 | Not recorded | 69ba31b30636e5bf4afc0a4b | | UGD | 0.4 | Not recorded | 69ba31b30636e5bf4afc0a4b | | PiGDM | 0.5 | Not recorded | 69ba31b30636e5bf4afc0a4b | | RED-diff | 0.52 | Not recorded | 69ba31b30636e5bf4afc0a4b | ### AdamPiGDM LPIPS: 0.3. Result ID: 69ba6f8447f34ce924a4ada9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AdamDPS LPIPS: 0.33. Result ID: 69ba6f8447f34ce924a4adaa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DPS LPIPS: 0.34. Result ID: 69ba6f8447f34ce924a4ad9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TFG LPIPS: 0.35. Result ID: 69ba6f8447f34ce924a4ada6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of iterations":"2"}. This record does not assert independent reproduction. ### TFG LPIPS: 0.36. Result ID: 69ba6f8447f34ce924a4ada5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of iterations":"1"}. This record does not assert independent reproduction. ### TFG LPIPS: 0.36. Result ID: 69ba6f8447f34ce924a4ada7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of iterations":"4"}. This record does not assert independent reproduction. ### UGD LPIPS: 0.37. Result ID: 69ba6f8447f34ce924a4ada4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of iterations":"4"}. This record does not assert independent reproduction. ### AdamMPGD LPIPS: 0.37. Result ID: 69ba6f8447f34ce924a4ada8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MPGD LPIPS: 0.38. Result ID: 69ba6f8447f34ce924a4ada1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGD LPIPS: 0.38. Result ID: 69ba6f8447f34ce924a4ada3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of iterations":"2"}. This record does not assert independent reproduction. ### LGD LPIPS: 0.39. Result ID: 69ba6f8447f34ce924a4ada0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGD LPIPS: 0.4. Result ID: 69ba6f8447f34ce924a4ada2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of iterations":"1"}. This record does not assert independent reproduction. ### PiGDM LPIPS: 0.5. Result ID: 69ba6f8447f34ce924a4ad9d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RED-diff LPIPS: 0.52. Result ID: 69ba6f8447f34ce924a4ad9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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