# Attribute Disentanglement on CelebA (test) Source: [Attribute Disentanglement on CelebA (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:11.596Z Evaluation of the disentanglement quality of learned representations on the test split of the CelebA dataset, measured using metrics such as Influence. 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 | Attribute Disentanglement | | Dataset (including any stated split) | CelebA (test) | | Metric | Influence | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Influence](): Higher is better; unit: SCALAR. ## Recorded results | Method | Influence | Result date | Report paper | | --- | --- | --- | --- | | Fader | 0.28 | Not recorded | 68fa68261e209131cea1a453 | | Fader | 0.2 | Not recorded | 68fa68261e209131cea1a453 | | AttGAN | 0.14 | Not recorded | 68fa68261e209131cea1a453 | | Fader | 0.11 | Not recorded | 68fa68261e209131cea1a453 | | AttGAN | 0.09 | Not recorded | 68fa68261e209131cea1a453 | | Fader | 0.09 | Not recorded | 68fa68261e209131cea1a453 | | AttGAN | 0.09 | Not recorded | 68fa68261e209131cea1a453 | | MSP | 0.07 | Not recorded | 68fa68261e209131cea1a453 | | Fader | 0.07 | Not recorded | 68fa68261e209131cea1a453 | | AttGAN | 0.07 | Not recorded | 68fa68261e209131cea1a453 | | Fader | 0.07 | Not recorded | 68fa68261e209131cea1a453 | | AttGAN | 0.05 | Not recorded | 68fa68261e209131cea1a453 | | MSP | 0.05 | Not recorded | 68fa68261e209131cea1a453 | | AttGAN | 0.02 | Not recorded | 68fa68261e209131cea1a453 | | MSP | 0.02 | Not recorded | 68fa68261e209131cea1a453 | | MSP | 0.02 | Not recorded | 68fa68261e209131cea1a453 | | MSP | 0.01 | Not recorded | 68fa68261e209131cea1a453 | | MSP | 0.01 | Not recorded | 68fa68261e209131cea1a453 | ### Fader Influence: 0.28. Result ID: 698d5c918b517eb43320ebb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target attribute changed":"gender","Influence on other attributes":"beard"}. This record does not assert independent reproduction. ### Fader Influence: 0.2. Result ID: 698d5c918b517eb43320ebc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target attribute changed":"smile","Influence on other attributes":"mouth-open"}. This record does not assert independent reproduction. ### AttGAN Influence: 0.14. Result ID: 698d5c918b517eb43320ebbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target attribute changed":"makeup","Influence on other attributes":"gender"}. This record does not assert independent reproduction. ### Fader Influence: 0.11. Result ID: 698d5c918b517eb43320ebb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target attribute changed":"beard","Influence on other attributes":"gender"}. This record does not assert independent reproduction. ### AttGAN Influence: 0.09. Result ID: 698d5c918b517eb43320ebb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target attribute changed":"gender","Influence on other attributes":"beard"}. This record does not assert independent reproduction. ### Fader Influence: 0.09. Result ID: 698d5c918b517eb43320ebbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target attribute changed":"makeup","Influence on other attributes":"gender"}. This record does not assert independent reproduction. ### AttGAN Influence: 0.09. Result ID: 698d5c918b517eb43320ebc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target attribute changed":"mouth-open","Influence on other attributes":"smile"}. This record does not assert independent reproduction. ### MSP Influence: 0.07. Result ID: 698d5c918b517eb43320ebb6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target attribute changed":"beard","Influence on other attributes":"gender"}. This record does not assert independent reproduction. ### Fader Influence: 0.07. Result ID: 698d5c918b517eb43320ebba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target attribute changed":"gender","Influence on other attributes":"makeup"}. This record does not assert independent reproduction. ### AttGAN Influence: 0.07. Result ID: 698d5c918b517eb43320ebc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target attribute changed":"smile","Influence on other attributes":"mouth-open"}. This record does not assert independent reproduction. ### Fader Influence: 0.07. Result ID: 698d5c918b517eb43320ebc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target attribute changed":"mouth-open","Influence on other attributes":"smile"}. This record does not assert independent reproduction. ### AttGAN Influence: 0.05. Result ID: 698d5c918b517eb43320ebbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target attribute changed":"gender","Influence on other attributes":"makeup"}. This record does not assert independent reproduction. ### MSP Influence: 0.05. Result ID: 698d5c918b517eb43320ebbc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target attribute changed":"makeup","Influence on other attributes":"gender"}. This record does not assert independent reproduction. ### AttGAN Influence: 0.02. Result ID: 698d5c918b517eb43320ebb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target attribute changed":"beard","Influence on other attributes":"gender"}. This record does not assert independent reproduction. ### MSP Influence: 0.02. Result ID: 698d5c918b517eb43320ebb9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target attribute changed":"gender","Influence on other attributes":"makeup"}. This record does not assert independent reproduction. ### MSP Influence: 0.02. Result ID: 698d5c918b517eb43320ebc2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target attribute changed":"mouth-open","Influence on other attributes":"smile"}. This record does not assert independent reproduction. ### MSP Influence: 0.01. Result ID: 698d5c918b517eb43320ebb3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target attribute changed":"gender","Influence on other attributes":"beard"}. This record does not assert independent reproduction. ### MSP Influence: 0.01. Result ID: 698d5c918b517eb43320ebbf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target attribute changed":"smile","Influence on other attributes":"mouth-open"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.