# Counterfactual image generation on Average (CelebA-HQ & MS-COCO)

Source: [Counterfactual image generation on Average (CelebA-HQ & MS-COCO)](<https://www.sota2.com/research/sota/counterfactual-image-generation-on-average-celeba-hq-and-ms-coco>)

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

Data updated: 2026-05-25T09:09:40.227Z

Evaluation of counterfactual image generation models using an average performance across CelebA-HQ and MS-COCO datasets, measured using VLM-Eff. and LPIPS.

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 image generation |
| Dataset (including any stated split) | Average (CelebA-HQ & MS-COCO) |
| Metric | VLM-Eff. |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [VLM-Eff.](<https://www.sota2.com/research/sota/counterfactual-image-generation-on-average-celeba-hq-and-ms-coco.md?metric=VLM-Eff.>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/counterfactual-image-generation-on-average-celeba-hq-and-ms-coco.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | VLM-Eff. | Result date | Report paper |
| --- | --- | --- | --- |
| CSG | 0.808 | Not recorded | 6a13d7ad6f71c5ae7dc9eab9 |
| DDIM Inversion | 0.767 | Not recorded | 6a13d7ad6f71c5ae7dc9eab9 |
| DDPM Inversion | 0.705 | Not recorded | 6a13d7ad6f71c5ae7dc9eab9 |

### CSG

VLM-Eff.: 0.808. Result ID: 6a1411bafbc373592c0b7e55.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7ad6f71c5ae7dc9eab9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d7ad6f71c5ae7dc9eab9.md>)

Recorded evaluation configuration: {"Backbone":"Stable Diffusion XL"}. This record does not assert independent reproduction.

### DDIM Inversion

VLM-Eff.: 0.767. Result ID: 6a1411bafbc373592c0b7e53.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7ad6f71c5ae7dc9eab9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8b1e209131cea3a7fe.md>)

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

### DDPM Inversion

VLM-Eff.: 0.705. Result ID: 6a1411bafbc373592c0b7e54.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7ad6f71c5ae7dc9eab9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68ef1e209131cea1f0d5.md>)

[Implementation](<https://github.com/hojonathanho/diffusion>)

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

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