# Counterfactual Explanation (Smile) on CelebA HQ (test)

Source: [Counterfactual Explanation (Smile) on CelebA HQ (test)](<https://www.sota2.com/research/sota/counterfactual-explanation-smile-on-celeba-hq-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:44:21.102Z

Evaluation of generative or explanation models focusing on the 'Smile' facial attribute using counterfactual analysis on the test split of the high-resolution CelebA HQ 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 | Counterfactual Explanation (Smile) |
| Dataset (including any stated split) | CelebA HQ (test) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower 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

- [FID](<https://www.sota2.com/research/sota/counterfactual-explanation-smile-on-celeba-hq-test.md?metric=FID>): Lower is better; unit: SCALAR.

- [SFID](<https://www.sota2.com/research/sota/counterfactual-explanation-smile-on-celeba-hq-test.md?metric=SFID>): Lower is better; unit: SCALAR.

- [FVA](<https://www.sota2.com/research/sota/counterfactual-explanation-smile-on-celeba-hq-test.md?metric=FVA>): Higher is better; unit: SCALAR.

- [FS](<https://www.sota2.com/research/sota/counterfactual-explanation-smile-on-celeba-hq-test.md?metric=FS>): Higher is better; unit: SCALAR.

- [MNAC](<https://www.sota2.com/research/sota/counterfactual-explanation-smile-on-celeba-hq-test.md?metric=MNAC>): Lower is better; unit: SCALAR.

- [CD](<https://www.sota2.com/research/sota/counterfactual-explanation-smile-on-celeba-hq-test.md?metric=CD>): Lower is better; unit: SCALAR.

- [COUT](<https://www.sota2.com/research/sota/counterfactual-explanation-smile-on-celeba-hq-test.md?metric=COUT>): Higher is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| ACE | 3.21 | Not recorded | 68fa6ec71e209131cea4204f |
| ACE | 6.93 | Not recorded | 68fa6ec71e209131cea4204f |
| DiME | 18.1 | Not recorded | 68fa6ec71e209131cea4204f |
| STEEX | 21.9 | Not recorded | 68fa6ec71e209131cea4204f |
| DiVE | 109 | Not recorded | 68fa6ec71e209131cea4204f |

### ACE

FID: 3.21. Result ID: 699040c33a6c314849ff3f9b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec71e209131cea4204f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec71e209131cea4204f.md>)

Recorded evaluation configuration: {"loss":"l1"}. This record does not assert independent reproduction.

### ACE

FID: 6.93. Result ID: 699040c33a6c314849ff3f9c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec71e209131cea4204f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec71e209131cea4204f.md>)

Recorded evaluation configuration: {"loss":"l2"}. This record does not assert independent reproduction.

### DiME

FID: 18.1. Result ID: 699040c33a6c314849ff3f9a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec71e209131cea4204f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c171e209131cea3215c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### STEEX

FID: 21.9. Result ID: 699040c33a6c314849ff3f99.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec71e209131cea4204f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d161e209131cea3799c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DiVE

FID: 109. Result ID: 699040c33a6c314849ff3f98.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec71e209131cea4204f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b301e209131cea2cb71.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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