# Counterfactual Explanation Generation on Fashion-MNIST (test)

Source: [Counterfactual Explanation Generation on Fashion-MNIST (test)](<https://www.sota2.com/research/sota/counterfactual-explanation-generation-on-fashion-mnist-test>)

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

Data updated: 2026-02-26T05:47:00.023Z

Evaluation of models generating counterfactual explanations on the test split of the Fashion-MNIST dataset.

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 Generation |
| Dataset (including any stated split) | Fashion-MNIST (test) |
| Metric | Image Metric 1 |
| Unit | PERCENT |
| Direction | Higher 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

- [Image Metric 1](<https://www.sota2.com/research/sota/counterfactual-explanation-generation-on-fashion-mnist-test.md?metric=Image%20Metric%201>): Higher is better; unit: PERCENT.

- [Image Metric 2](<https://www.sota2.com/research/sota/counterfactual-explanation-generation-on-fashion-mnist-test.md?metric=Image%20Metric%202>): Higher is better; unit: PERCENT.

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

- [KID](<https://www.sota2.com/research/sota/counterfactual-explanation-generation-on-fashion-mnist-test.md?metric=KID>): Lower is better; unit: SCALAR.

- [Proximity](<https://www.sota2.com/research/sota/counterfactual-explanation-generation-on-fashion-mnist-test.md?metric=Proximity>): Higher is better; unit: SCALAR.

- [Validity](<https://www.sota2.com/research/sota/counterfactual-explanation-generation-on-fashion-mnist-test.md?metric=Validity>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Image Metric 1 | Result date | Report paper |
| --- | --- | --- | --- |
| CEM | 163 | Not recorded | 68fa6c161e209131cea320ac |
| Adv. Attack | 134 | Not recorded | 68fa6c161e209131cea320ac |
| CVE | 124 | Not recorded | 68fa6c161e209131cea320ac |
| ExpGAN | 77 | Not recorded | 68fa6c161e209131cea320ac |
| C3LT | 74 | Not recorded | 68fa6c161e209131cea320ac |
| Original Data | 58 | Not recorded | 68fa6c161e209131cea320ac |

### CEM

Image Metric 1: 163. Result ID: 698ecc85ffc3901de0a157d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c161e209131cea320ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64f91e209131cea0778c.md>)

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

### Adv. Attack

Image Metric 1: 134. Result ID: 698ecc85ffc3901de0a157db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c161e209131cea320ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa665a1e209131cea0fbae.md>)

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

### CVE

Image Metric 1: 124. Result ID: 698ecc85ffc3901de0a157d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c161e209131cea320ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65e11e209131cea0d1df.md>)

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

### ExpGAN

Image Metric 1: 77. Result ID: 698ecc85ffc3901de0a157d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c161e209131cea320ac.md>)

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

### C3LT

Image Metric 1: 74. Result ID: 698ecc85ffc3901de0a157d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c161e209131cea320ac.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c161e209131cea320ac.md>)

[Implementation](<https://github.com/IBM/Contrastive-Explanation-Method>)

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

### Original Data

Image Metric 1: 58. Result ID: 698ecc85ffc3901de0a157da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c161e209131cea320ac.md>)

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

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