# Image-to-Image Translation (male-to-female) on CelebA 64 x 64 (test) Source: [Image-to-Image Translation (male-to-female) on CelebA 64 x 64 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-05T07:17:25.416Z Evaluation of image-to-image translation models performing male-to-female attribute translation on the 64x64 test split of the CelebA dataset, measured using FID and MSE. 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 | Image-to-Image Translation (male-to-female) | | Dataset (including any stated split) | CelebA 64 × 64 (test) | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 14 of 14 | | 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](): Lower is better; unit: SCALAR. - [MSE (x0 vs x1)](): Lower is better; unit: SCALAR. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | IMF | 0 | Not recorded | 68fa79821e209131cea7de26 | | DSBM | 13.65 | Not recorded | 68fa79821e209131cea7de26 | | DSBM | 14.84 | Not recorded | 68fa79821e209131cea7de26 | | ASBM | 19.32 | Not recorded | 68fa79821e209131cea7de26 | | ASBM | 19.58 | Not recorded | 68fa79821e209131cea7de26 | | ASBM | 20.64 | Not recorded | 68fa79821e209131cea7de26 | | ASBM | 21.84 | Not recorded | 68fa79821e209131cea7de26 | | DSBM | 22.65 | Not recorded | 68fa79821e209131cea7de26 | | ASBM | 27.47 | Not recorded | 68fa79821e209131cea7de26 | | SD SDEdit | 28.77 | Not recorded | 68fa79821e209131cea7de26 | | DSBM | 33.11 | Not recorded | 68fa79821e209131cea7de26 | | DDPM SDEdit | 35.23 | Not recorded | 68fa79821e209131cea7de26 | | Identity | 61.56 | Not recorded | 68fa79821e209131cea7de26 | | DSBM | 65.5 | Not recorded | 68fa79821e209131cea7de26 | ### IMF FID: 0. Result ID: 69a92d136dbb7075b9521c53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Initialisation (coupling)"}. This record does not assert independent reproduction. ### DSBM FID: 13.65. Result ID: 69a92d136dbb7075b9521c57. [Reporting paper]() Recorded evaluation configuration: {"Coupling":"IMF"}. This record does not assert independent reproduction. ### DSBM FID: 14.84. Result ID: 69a92d136dbb7075b9521c58. [Reporting paper]() Recorded evaluation configuration: {"Coupling":"DDPM SDEdit"}. This record does not assert independent reproduction. ### ASBM FID: 19.32. Result ID: 69a92d136dbb7075b9521c5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Coupling":"IMF"}. This record does not assert independent reproduction. ### ASBM FID: 19.58. Result ID: 69a92d136dbb7075b9521c5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Coupling":"Identity"}. This record does not assert independent reproduction. ### ASBM FID: 20.64. Result ID: 69a92d136dbb7075b9521c5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Coupling":"SD SDEdit"}. This record does not assert independent reproduction. ### ASBM FID: 21.84. Result ID: 69a92d136dbb7075b9521c5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Coupling":"DDPM SDEdit"}. This record does not assert independent reproduction. ### DSBM FID: 22.65. Result ID: 69a92d136dbb7075b9521c59. [Reporting paper]() Recorded evaluation configuration: {"Coupling":"SD SDEdit"}. This record does not assert independent reproduction. ### ASBM FID: 27.47. Result ID: 69a92d136dbb7075b9521c60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Coupling":"Identity","epsilon":"10"}. This record does not assert independent reproduction. ### SD SDEdit FID: 28.77. Result ID: 69a92d136dbb7075b9521c55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Initialisation (coupling)"}. This record does not assert independent reproduction. ### DSBM FID: 33.11. Result ID: 69a92d136dbb7075b9521c5a. [Reporting paper]() Recorded evaluation configuration: {"Coupling":"Identity"}. This record does not assert independent reproduction. ### DDPM SDEdit FID: 35.23. Result ID: 69a92d136dbb7075b9521c54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Initialisation (coupling)"}. This record does not assert independent reproduction. ### Identity FID: 61.56. Result ID: 69a92d136dbb7075b9521c56. [Reporting paper]() Recorded evaluation configuration: {"Framework":"Initialisation (coupling)"}. This record does not assert independent reproduction. ### DSBM FID: 65.5. Result ID: 69a92d136dbb7075b9521c5b. [Reporting paper]() Recorded evaluation configuration: {"Coupling":"Identity","epsilon":"10"}. 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