# Male-to-Female Translation on CelebA 64 x 64 (test)

Source: [Male-to-Female Translation on CelebA 64 x 64 (test)](<https://www.sota2.com/research/sota/male-to-female-translation-on-celeba-64-x-64-test>)

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

Data updated: 2026-03-05T07:17:25.330Z

Evaluation of image translation models performing male-to-female attribute translation on the 64x64 test split of the CelebA dataset, measured using CMMD.

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 | male-to-female translation |
| Dataset (including any stated split) | CelebA 64 x 64 (test) |
| Metric | CMMD |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 24 of 24 |
| 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

- [CMMD](<https://www.sota2.com/research/sota/male-to-female-translation-on-celeba-64-x-64-test.md?metric=CMMD>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/male-to-female-translation-on-celeba-64-x-64-test.md?metric=FID>): Lower is better; unit: SCALAR.

- [MSE](<https://www.sota2.com/research/sota/male-to-female-translation-on-celeba-64-x-64-test.md?metric=MSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | CMMD | Result date | Report paper |
| --- | --- | --- | --- |
| Initialisation | 0 | Not recorded | 68fa79821e209131cea7de26 |
| ASBM | 0.28 | Not recorded | 68fa79821e209131cea7de26 |
| Initialisation | 0.31 | Not recorded | 68fa79821e209131cea7de26 |
| DSBM | 0.32 | Not recorded | 68fa79821e209131cea7de26 |
| ASBM | 0.32 | Not recorded | 68fa79821e209131cea7de26 |
| DSBM | 0.33 | Not recorded | 68fa79821e209131cea7de26 |
| DSBM | 0.34 | Not recorded | 68fa79821e209131cea7de26 |
| ASBM | 0.42 | Not recorded | 68fa79821e209131cea7de26 |
| DSBM | 0.46 | Not recorded | 68fa79821e209131cea7de26 |
| ASBM | 0.51 | Not recorded | 68fa79821e209131cea7de26 |
| Initialisation | 0.69 | Not recorded | 68fa79821e209131cea7de26 |
| Initialisation | 0.84 | Not recorded | 68fa79821e209131cea7de26 |

### Initialisation

CMMD: 0. Result ID: 69a92d136dbb7075b9521c45.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de26.md>)

Recorded evaluation configuration: {"Coupling":"IMF"}. This record does not assert independent reproduction.

### ASBM

CMMD: 0.28. Result ID: 69a92d136dbb7075b9521c4d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de26.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de26.md>)

Recorded evaluation configuration: {"Coupling":"IMF"}. This record does not assert independent reproduction.

### Initialisation

CMMD: 0.31. Result ID: 69a92d136dbb7075b9521c46.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de26.md>)

Recorded evaluation configuration: {"Coupling":"DDPM SDEdit"}. This record does not assert independent reproduction.

### DSBM

CMMD: 0.32. Result ID: 69a92d136dbb7075b9521c49.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de26.md>)

Recorded evaluation configuration: {"Coupling":"IMF"}. This record does not assert independent reproduction.

### ASBM

CMMD: 0.32. Result ID: 69a92d136dbb7075b9521c4f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de26.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de26.md>)

Recorded evaluation configuration: {"Coupling":"SD SDEdit"}. This record does not assert independent reproduction.

### DSBM

CMMD: 0.33. Result ID: 69a92d136dbb7075b9521c4c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de26.md>)

Recorded evaluation configuration: {"Coupling":"Identity"}. This record does not assert independent reproduction.

### DSBM

CMMD: 0.34. Result ID: 69a92d136dbb7075b9521c4b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de26.md>)

Recorded evaluation configuration: {"Coupling":"SD SDEdit"}. This record does not assert independent reproduction.

### ASBM

CMMD: 0.42. Result ID: 69a92d136dbb7075b9521c4e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de26.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de26.md>)

Recorded evaluation configuration: {"Coupling":"DDPM SDEdit"}. This record does not assert independent reproduction.

### DSBM

CMMD: 0.46. Result ID: 69a92d136dbb7075b9521c4a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de26.md>)

Recorded evaluation configuration: {"Coupling":"DDPM SDEdit"}. This record does not assert independent reproduction.

### ASBM

CMMD: 0.51. Result ID: 69a92d136dbb7075b9521c50.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de26.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de26.md>)

Recorded evaluation configuration: {"Coupling":"Identity"}. This record does not assert independent reproduction.

### Initialisation

CMMD: 0.69. Result ID: 69a92d136dbb7075b9521c47.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de26.md>)

Recorded evaluation configuration: {"Coupling":"SD SDEdit"}. This record does not assert independent reproduction.

### Initialisation

CMMD: 0.84. Result ID: 69a92d136dbb7075b9521c48.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de26.md>)

Recorded evaluation configuration: {"Coupling":"Identity"}. This record does not assert independent reproduction.

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