# Counterfactual Explanation on Celeb-A Smile Source: [Counterfactual Explanation on Celeb-A Smile]() Collection index: [llms.txt]() Data updated: 2026-03-19T07:52:20.902Z Evaluation of counterfactual explanation models applied to the Celeb-A Smile dataset, utilizing metrics focused on explanation quality such as sparsity, diversity, and gain. 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 | Counterfactual Explanation | | Dataset (including any stated split) | Celeb-A Smile | | Metric | Performance Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 - [Performance Score](): Higher is better; unit: PERCENT. - [Sparsity](): Higher is better; unit: PERCENT. - [NAFR](): Higher is better; unit: PERCENT. - [Diversity](): Higher is better; unit: PERCENT. - [Gain](): Higher is better; unit: SCALAR. ## Recorded results | Method | Performance Score | Result date | Report paper | | --- | --- | --- | --- | | SCE-LITE-HQ | 100 | Not recorded | 69bb82ea0636e5bf4afc1888 | | ACE | 98 | Not recorded | 69bb82ea0636e5bf4afc1888 | | SCE | 92.1 | Not recorded | 69bb82ea0636e5bf4afc1888 | | DIME | 90 | Not recorded | 69bb82ea0636e5bf4afc1888 | | FastDIME | 78 | Not recorded | 69bb82ea0636e5bf4afc1888 | ### SCE-LITE-HQ Performance Score: 100. Result ID: 69bbaac047f34ce924a5467c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ACE Performance Score: 98. Result ID: 69bbaac047f34ce924a54678. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SCE Performance Score: 92.1. Result ID: 69bbaac047f34ce924a5467b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DIME Performance Score: 90. Result ID: 69bbaac047f34ce924a54679. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FastDIME Performance Score: 78. Result ID: 69bbaac047f34ce924a5467a. [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.