# Visual Counterfactual Explanation (Smile) on CelebA Standard Source: [Visual Counterfactual Explanation (Smile) on CelebA Standard]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:44:45.140Z Evaluation of visual counterfactual explanation models focusing specifically on generating or analyzing the 'Smile' attribute change on the CelebA Standard dataset. Metrics include FID, FVA, and related explanation quality scores. 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 (Smile) | | 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](): Higher is better; unit: SCALAR. - [CD](): Higher 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 | 0.71 | Not recorded | 699d30626017c4460ffab217 | | ACE | 1.27 | Not recorded | 699d30626017c4460ffab217 | | ACE | 1.9 | Not recorded | 699d30626017c4460ffab217 | | RCSB | 2.98 | Not recorded | 699d30626017c4460ffab217 | | DiME | 3.17 | Not recorded | 699d30626017c4460ffab217 | | FastDiME | 3.24 | Not recorded | 699d30626017c4460ffab217 | | FastDiME | 3.33 | Not recorded | 699d30626017c4460ffab217 | | FastDiME | 4.18 | Not recorded | 699d30626017c4460ffab217 | | STEEX | 10.2 | Not recorded | 699d30626017c4460ffab217 | | DiVE | 29.4 | Not recorded | 699d30626017c4460ffab217 | | DiVE | 36.8 | Not recorded | 699d30626017c4460ffab217 | ### MaskDiME FID: 0.71. Result ID: 699e2aee5698665ec4e5eae3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ACE FID: 1.27. Result ID: 699e2aee5698665ec4e5eadd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"norm":"l1"}. This record does not assert independent reproduction. ### ACE FID: 1.9. Result ID: 699e2aee5698665ec4e5eade. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"norm":"l2"}. This record does not assert independent reproduction. ### RCSB FID: 2.98. Result ID: 699e2aee5698665ec4e5eae2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiME FID: 3.17. Result ID: 699e2aee5698665ec4e5eadc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FastDiME FID: 3.24. Result ID: 699e2aee5698665ec4e5eae1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"version":"2+"}. This record does not assert independent reproduction. ### FastDiME FID: 3.33. Result ID: 699e2aee5698665ec4e5eae0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"version":"2"}. This record does not assert independent reproduction. ### FastDiME FID: 4.18. Result ID: 699e2aee5698665ec4e5eadf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"version":"1"}. This record does not assert independent reproduction. ### STEEX FID: 10.2. Result ID: 699e2aee5698665ec4e5eadb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiVE FID: 29.4. Result ID: 699e2aee5698665ec4e5ead9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"iterations":"standard"}. This record does not assert independent reproduction. ### DiVE FID: 36.8. Result ID: 699e2aee5698665ec4e5eada. [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.