# Counterfactual Visual Explanation (Smile attribute) on CelebA (test)

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

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

Data updated: 2026-02-26T05:44:21.073Z

Evaluation of generative or explanation models focusing on the 'Smile' facial attribute using counterfactual analysis on the test split of the CelebA 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 Visual Explanation (Smile attribute) |
| Dataset (including any stated split) | CelebA (test) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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-visual-explanation-smile-attribute-on-celeba-test.md?metric=FID>): Lower is better; unit: SCALAR.

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

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

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

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

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

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

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| ACE | 1.27 | Not recorded | 68fa6ec71e209131cea4204f |
| ACE | 1.9 | Not recorded | 68fa6ec71e209131cea4204f |
| DIME | 3.17 | Not recorded | 68fa6ec71e209131cea4204f |
| STEEX | 10.2 | Not recorded | 68fa6ec71e209131cea4204f |
| DIVE | 29.4 | Not recorded | 68fa6ec71e209131cea4204f |
| DiVE | 36.8 | Not recorded | 68fa6ec71e209131cea4204f |

### ACE

FID: 1.27. Result ID: 699040c33a6c314849ff3f90.

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

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

Recorded evaluation configuration: {"Distance function":"l1","Sampling steps":5}. This record does not assert independent reproduction.

### ACE

FID: 1.9. Result ID: 699040c33a6c314849ff3f91.

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

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

Recorded evaluation configuration: {"Distance function":"l2","Sampling steps":5}. This record does not assert independent reproduction.

### DIME

FID: 3.17. Result ID: 699040c33a6c314849ff3f8f.

[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: 10.2. Result ID: 699040c33a6c314849ff3f8e.

[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: 29.4. Result ID: 699040c33a6c314849ff3f8c.

[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.

### DiVE

FID: 36.8. Result ID: 699040c33a6c314849ff3f8d.

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

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

Recorded evaluation configuration: {"Sampling steps":100}. This record does not assert independent reproduction.

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