# Visual Counterfactual Explanation (Age) on CelebA Standard Source: [Visual Counterfactual Explanation (Age) on CelebA Standard]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:44:45.158Z Evaluation of visual counterfactual explanation methods targeting the Age attribute, performed on the CelebA Standard dataset, utilizing metrics such as FID, FVA, and MNAC. 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 | Visual Counterfactual Explanation (Age) | | Dataset (including any stated split) | CelebA Standard | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 11 of 11 | | 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. - [sFID](): Lower is better; unit: SCALAR. - [FVA](): Higher is better; unit: PERCENT. - [FS](): Higher is better; unit: SCALAR. - [MNAC](): Lower is better; unit: SCALAR. - [CD](): Lower is better; unit: SCALAR. - [COUT](): Higher is better; unit: SCALAR. - [FR](): Higher is better; unit: PERCENT. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | MaskDiME | 0.77 | Not recorded | 699d30626017c4460ffab217 | | ACE | 1.45 | Not recorded | 699d30626017c4460ffab217 | | ACE | 2.08 | Not recorded | 699d30626017c4460ffab217 | | RCSB | 2.94 | Not recorded | 699d30626017c4460ffab217 | | FastDiME | 3.6 | Not recorded | 699d30626017c4460ffab217 | | FastDiME | 4.04 | Not recorded | 699d30626017c4460ffab217 | | DiME | 4.15 | Not recorded | 699d30626017c4460ffab217 | | FastDiME | 4.82 | Not recorded | 699d30626017c4460ffab217 | | STEEX | 11.8 | Not recorded | 699d30626017c4460ffab217 | | DiVE | 33.8 | Not recorded | 699d30626017c4460ffab217 | | DiVE | 39.9 | Not recorded | 699d30626017c4460ffab217 | ### MaskDiME FID: 0.77. Result ID: 699e2aee5698665ec4e5eaee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ACE FID: 1.45. Result ID: 699e2aee5698665ec4e5eae8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"norm":"l1"}. This record does not assert independent reproduction. ### ACE FID: 2.08. Result ID: 699e2aee5698665ec4e5eae9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"norm":"l2"}. This record does not assert independent reproduction. ### RCSB FID: 2.94. Result ID: 699e2aee5698665ec4e5eaed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FastDiME FID: 3.6. Result ID: 699e2aee5698665ec4e5eaec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"version":"2+"}. This record does not assert independent reproduction. ### FastDiME FID: 4.04. Result ID: 699e2aee5698665ec4e5eaeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"version":"2"}. This record does not assert independent reproduction. ### DiME FID: 4.15. Result ID: 699e2aee5698665ec4e5eae7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FastDiME FID: 4.82. Result ID: 699e2aee5698665ec4e5eaea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"version":"1"}. This record does not assert independent reproduction. ### STEEX FID: 11.8. Result ID: 699e2aee5698665ec4e5eae6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiVE FID: 33.8. Result ID: 699e2aee5698665ec4e5eae4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"iterations":"standard"}. This record does not assert independent reproduction. ### DiVE FID: 39.9. Result ID: 699e2aee5698665ec4e5eae5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"iterations":"100"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.