# Counterfactual Visual Explanation on BDD-OIA

Source: [Counterfactual Visual Explanation on BDD-OIA](<https://www.sota2.com/research/sota/counterfactual-visual-explanation-on-bdd-oia>)

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

Data updated: 2026-02-26T05:44:45.251Z

Evaluation of Counterfactual Visual Explanation methods on the BDD-OIA dataset, utilizing 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 Visual Explanation |
| Dataset (including any stated split) | BDD-OIA |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 7 of 7 |
| 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-on-bdd-oia.md?metric=FID>): Lower is better; unit: SCALAR.

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

- [S3](<https://www.sota2.com/research/sota/counterfactual-visual-explanation-on-bdd-oia.md?metric=S3>): Higher is better; unit: SCALAR.

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

- [FR](<https://www.sota2.com/research/sota/counterfactual-visual-explanation-on-bdd-oia.md?metric=FR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| ACE | 2.09 | Not recorded | 68fa6ec71e209131cea4204f |
| ACE | 2.09 | Not recorded | 699d30626017c4460ffab217 |
| ACE | 3.3 | Not recorded | 68fa6ec71e209131cea4204f |
| ACE | 3.3 | Not recorded | 699d30626017c4460ffab217 |
| MaskDiME | 5.43 | Not recorded | 699d30626017c4460ffab217 |
| DIME | 13.7 | Not recorded | 68fa6ec71e209131cea4204f |
| DiME | 13.7 | Not recorded | 699d30626017c4460ffab217 |

### ACE

FID: 2.09. Result ID: 699040c33a6c314849ff3fa9.

[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: 2.09. Result ID: 699e2aee5698665ec4e5eb23.

[Reporting paper](<https://www.sota2.com/research/paper/699d30626017c4460ffab217.md>)

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

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

### ACE

FID: 3.3. Result ID: 699040c33a6c314849ff3faa.

[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.

### ACE

FID: 3.3. Result ID: 699e2aee5698665ec4e5eb24.

[Reporting paper](<https://www.sota2.com/research/paper/699d30626017c4460ffab217.md>)

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

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

### MaskDiME

FID: 5.43. Result ID: 699e2aee5698665ec4e5eb25.

[Reporting paper](<https://www.sota2.com/research/paper/699d30626017c4460ffab217.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30626017c4460ffab217.md>)

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

### DIME

FID: 13.7. Result ID: 699040c33a6c314849ff3fa8.

[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.

### DiME

FID: 13.7. Result ID: 699e2aee5698665ec4e5eb22.

[Reporting paper](<https://www.sota2.com/research/paper/699d30626017c4460ffab217.md>)

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

Recorded evaluation configuration: {"reported\_source":"ACE"}. This record does not assert independent reproduction.

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