# Visual Counterfactual Explanation (Age) on CelebA-HQ Source: [Visual Counterfactual Explanation (Age) on CelebA-HQ]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:44:45.188Z Evaluation of visual counterfactual explanation methods focusing on the Age attribute using metrics like FID, FVA, and MNAC on the CelebA-HQ dataset. 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-HQ | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 9 of 9 | | 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](): Lower is better; unit: SCALAR. - [FS](): Higher is better; unit: SCALAR. - [MNAC](): Higher is better; unit: SCALAR. - [CD](): Lower is better; unit: SCALAR. - [COUT](): Higher is better; unit: SCALAR. - [FR](): Higher is better; unit: SCALAR. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | MaskDiME | 4.43 | Not recorded | 699d30626017c4460ffab217 | | RCSB | 4.92 | Not recorded | 699d30626017c4460ffab217 | | ACE | 5.31 | Not recorded | 699d30626017c4460ffab217 | | LDCE-txt | 14.2 | Not recorded | 699d30626017c4460ffab217 | | ACE | 16.4 | Not recorded | 699d30626017c4460ffab217 | | DiME | 18.7 | Not recorded | 699d30626017c4460ffab217 | | TiME | 20.9 | Not recorded | 699d30626017c4460ffab217 | | STEEX | 26.8 | Not recorded | 699d30626017c4460ffab217 | | DiVE | 107.5 | Not recorded | 699d30626017c4460ffab217 | ### MaskDiME FID: 4.43. Result ID: 699e2aee5698665ec4e5eb00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RCSB FID: 4.92. Result ID: 699e2aee5698665ec4e5eaff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ACE FID: 5.31. Result ID: 699e2aee5698665ec4e5eafb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"norm":"l1"}. This record does not assert independent reproduction. ### LDCE-txt FID: 14.2. Result ID: 699e2aee5698665ec4e5eafd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ACE FID: 16.4. Result ID: 699e2aee5698665ec4e5eafc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"norm":"l2"}. This record does not assert independent reproduction. ### DiME FID: 18.7. Result ID: 699e2aee5698665ec4e5eafa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TiME FID: 20.9. Result ID: 699e2aee5698665ec4e5eafe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STEEX FID: 26.8. Result ID: 699e2aee5698665ec4e5eaf9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiVE FID: 107.5. Result ID: 699e2aee5698665ec4e5eaf8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.