# Counterfactual Explanation on ImageNet Zebra - Sorrel Source: [Counterfactual Explanation on ImageNet Zebra - Sorrel]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:44:45.202Z Evaluation of counterfactual explanation methods applied specifically to the 'Zebra - Sorrel' subset of the ImageNet dataset, measured using metrics such as FID, sFID, S3, COUT, and FR. 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) | ImageNet Zebra - Sorrel | | 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. - [S3](): 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 | | --- | --- | --- | --- | | RCSB | 8 | Not recorded | 699d30626017c4460ffab217 | | MaskDiME | 32.5 | Not recorded | 699d30626017c4460ffab217 | | DVCE | 33.1 | Not recorded | 699d30626017c4460ffab217 | | ACE | 67.7 | Not recorded | 68fa6ec71e209131cea4204f | | ACE | 67.7 | Not recorded | 699d30626017c4460ffab217 | | LDCE | 82.4 | Not recorded | 699d30626017c4460ffab217 | | LDCE | 84.2 | Not recorded | 699d30626017c4460ffab217 | | ACE | 84.5 | Not recorded | 68fa6ec71e209131cea4204f | | ACE | 84.5 | Not recorded | 699d30626017c4460ffab217 | | FastDiME | 96.5 | Not recorded | 699d30626017c4460ffab217 | | DiME | 222.9 | Not recorded | 699d30626017c4460ffab217 | ### RCSB FID: 8. Result ID: 699e2aee5698665ec4e5eb08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaskDiME FID: 32.5. Result ID: 699e2aee5698665ec4e5eb09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DVCE FID: 33.1. Result ID: 699e2aee5698665ec4e5eb07. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ACE FID: 67.7. Result ID: 699040c33a6c314849ff3fa3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Distance loss":"l2"}. This record does not assert independent reproduction. ### ACE FID: 67.7. Result ID: 699e2aee5698665ec4e5eb03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"penalty":"l2"}. This record does not assert independent reproduction. ### LDCE FID: 82.4. Result ID: 699e2aee5698665ec4e5eb05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"txt"}. This record does not assert independent reproduction. ### LDCE FID: 84.2. Result ID: 699e2aee5698665ec4e5eb04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"cls"}. This record does not assert independent reproduction. ### ACE FID: 84.5. Result ID: 699040c33a6c314849ff3fa2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Distance loss":"l1"}. This record does not assert independent reproduction. ### ACE FID: 84.5. Result ID: 699e2aee5698665ec4e5eb02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"penalty":"l1"}. This record does not assert independent reproduction. ### FastDiME FID: 96.5. Result ID: 699e2aee5698665ec4e5eb06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiME FID: 222.9. Result ID: 699e2aee5698665ec4e5eb01. [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.