# Image Distribution Recovery on CIFAR-10 (test) Source: [Image Distribution Recovery on CIFAR-10 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:44:41.939Z Evaluation of the model's ability to recover or model the underlying image distribution of the CIFAR-10 test set, typically measured using Fréchet Inception Distance (FID). 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 | Image Distribution Recovery | | Dataset (including any stated split) | CIFAR-10 (test) | | Metric | FID | | Unit | SCALAR | | Direction | Lower 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 - [FID](): Lower is better; unit: SCALAR. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | SFBD-OMNI | 10.81 | Not recorded | 6948d088423ea42265729f9f | | Online SFBD-OMNI | 11.06 | Not recorded | 6948d088423ea42265729f9f | | SFBD | 13.53 | Not recorded | 6948d088423ea42265729f9f | | EMDiffusion | 21.08 | Not recorded | 6948d088423ea42265729f9f | | SFBD-OMNI | 21.31 | Not recorded | 6948d088423ea42265729f9f | | Online SFBD-OMNI | 22.43 | Not recorded | 6948d088423ea42265729f9f | | AmbientDiff | 28.88 | Not recorded | 6948d088423ea42265729f9f | | Online SFBD-OMNI | 31.32 | Not recorded | 6948d088423ea42265729f9f | | SFBD-OMNI | 32.61 | Not recorded | 6948d088423ea42265729f9f | | EMDiffusion | 86.47 | Not recorded | 6948d088423ea42265729f9f | | Noise2Self | 92.06 | Not recorded | 6948d088423ea42265729f9f | | SURE-Score | 109.04 | Not recorded | 6948d088423ea42265729f9f | | EMDiffusion | 115.11 | Not recorded | 6948d088423ea42265729f9f | | SURE-Score | 132.61 | Not recorded | 6948d088423ea42265729f9f | | SURE-Score | 220.01 | Not recorded | 6948d088423ea42265729f9f | ### SFBD-OMNI FID: 10.81. Result ID: 6999510e5698665ec4bbb5ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Corruption Process":"Additive Gaussian (sigma=0.2)","Identifiability Condition":true,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction. ### Online SFBD-OMNI FID: 11.06. Result ID: 6999510e5698665ec4bbb5af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Corruption Process":"Additive Gaussian (sigma=0.2)","Identifiability Condition":true,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction. ### SFBD FID: 13.53. Result ID: 6999510e5698665ec4bbb5aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Corruption Process":"Additive Gaussian (sigma=0.2)","Identifiability Condition":true,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction. ### EMDiffusion FID: 21.08. Result ID: 6999510e5698665ec4bbb5a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Corruption Process":"Pixel Masking (p=0.6)","Identifiability Condition":true,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction. ### SFBD-OMNI FID: 21.31. Result ID: 6999510e5698665ec4bbb5ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Corruption Process":"Pixel Masking (p=0.6)","Identifiability Condition":true,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction. ### Online SFBD-OMNI FID: 22.43. Result ID: 6999510e5698665ec4bbb5ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Corruption Process":"Pixel Masking (p=0.6)","Identifiability Condition":true,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction. ### AmbientDiff FID: 28.88. Result ID: 6999510e5698665ec4bbb5a6. [Reporting paper]() Recorded evaluation configuration: {"Corruption Process":"Pixel Masking (p=0.6)","Identifiability Condition":true,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction. ### Online SFBD-OMNI FID: 31.32. Result ID: 6999510e5698665ec4bbb5b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Corruption Process":"Grayscale","Identifiability Condition":false,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction. ### SFBD-OMNI FID: 32.61. Result ID: 6999510e5698665ec4bbb5ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Corruption Process":"Grayscale","Identifiability Condition":false,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction. ### EMDiffusion FID: 86.47. Result ID: 6999510e5698665ec4bbb5a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Corruption Process":"Additive Gaussian (sigma=0.2)","Identifiability Condition":true,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction. ### Noise2Self FID: 92.06. Result ID: 6999510e5698665ec4bbb5a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Corruption Process":"Additive Gaussian (sigma=0.2)","Identifiability Condition":true,"Pretrained on 50 clean images":false}. This record does not assert independent reproduction. ### SURE-Score FID: 109.04. Result ID: 6999510e5698665ec4bbb5a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Corruption Process":"Grayscale","Identifiability Condition":false,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction. ### EMDiffusion FID: 115.11. Result ID: 6999510e5698665ec4bbb5a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Corruption Process":"Grayscale","Identifiability Condition":false,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction. ### SURE-Score FID: 132.61. Result ID: 6999510e5698665ec4bbb5a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Corruption Process":"Additive Gaussian (sigma=0.2)","Identifiability Condition":true,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction. ### SURE-Score FID: 220.01. Result ID: 6999510e5698665ec4bbb5a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Corruption Process":"Pixel Masking (p=0.6)","Identifiability Condition":true,"Pretrained on 50 clean images":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.