# Identity Classification on CelebAMask-HQ Source: [Identity Classification on CelebAMask-HQ]() Collection index: [llms.txt]() Data updated: 2026-06-01T09:44:57.344Z Evaluation of Identity Classification performance on the CelebAMask-HQ dataset, typically measured using Similarity (SIM) 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 | Identity Classification | | Dataset (including any stated split) | CelebAMask-HQ | | Metric | SIM Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [SIM Score](): Higher is better; unit: PERCENT. - [LPIPS](): Lower is better; unit: SCALAR. ## Recorded results | Method | SIM Score | Result date | Report paper | | --- | --- | --- | --- | | LGC | 99.99 | Not recorded | 6a1d122ddbd7150506f840b9 | | LGC-H | 99.96 | Not recorded | 6a1d122ddbd7150506f840b9 | | LGC | 99.95 | Not recorded | 6a1d122ddbd7150506f840b9 | | LGC | 99.85 | Not recorded | 6a1d122ddbd7150506f840b9 | | LGC-H | 99.84 | Not recorded | 6a1d122ddbd7150506f840b9 | | LGC-H | 99.61 | Not recorded | 6a1d122ddbd7150506f840b9 | | LGC | 98.72 | Not recorded | 6a1d122ddbd7150506f840b9 | | LGC-H | 98.37 | Not recorded | 6a1d122ddbd7150506f840b9 | | HSJA | 82.1 | Not recorded | 6a1d122ddbd7150506f840b9 | | Latent-HSJA | 81.1 | Not recorded | 6a1d122ddbd7150506f840b9 | | Latent-HSJA | 79.7 | Not recorded | 6a1d122ddbd7150506f840b9 | | Latent-HSJA | 77.9 | Not recorded | 6a1d122ddbd7150506f840b9 | | HSJA | 72.8 | Not recorded | 6a1d122ddbd7150506f840b9 | | Latent-HSJA | 71.9 | Not recorded | 6a1d122ddbd7150506f840b9 | | HSJA | 66.3 | Not recorded | 6a1d122ddbd7150506f840b9 | | HSJA | 56.9 | Not recorded | 6a1d122ddbd7150506f840b9 | ### LGC SIM Score: 99.99. Result ID: 6a1d5450fbc373592c16f518. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Model Queries":"10000"}. This record does not assert independent reproduction. ### LGC-H SIM Score: 99.96. Result ID: 6a1d5450fbc373592c16f514. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Model Queries":"10000"}. This record does not assert independent reproduction. ### LGC SIM Score: 99.95. Result ID: 6a1d5450fbc373592c16f517. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Model Queries":"5000"}. This record does not assert independent reproduction. ### LGC SIM Score: 99.85. Result ID: 6a1d5450fbc373592c16f516. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Model Queries":"3000"}. This record does not assert independent reproduction. ### LGC-H SIM Score: 99.84. Result ID: 6a1d5450fbc373592c16f513. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Model Queries":"5000"}. This record does not assert independent reproduction. ### LGC-H SIM Score: 99.61. Result ID: 6a1d5450fbc373592c16f512. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Model Queries":"3000"}. This record does not assert independent reproduction. ### LGC SIM Score: 98.72. Result ID: 6a1d5450fbc373592c16f515. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Model Queries":"1000"}. This record does not assert independent reproduction. ### LGC-H SIM Score: 98.37. Result ID: 6a1d5450fbc373592c16f511. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Model Queries":"1000"}. This record does not assert independent reproduction. ### HSJA SIM Score: 82.1. Result ID: 6a1d5450fbc373592c16f50c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Model Queries":"10000"}. This record does not assert independent reproduction. ### Latent-HSJA SIM Score: 81.1. Result ID: 6a1d5450fbc373592c16f510. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Model Queries":"10000"}. This record does not assert independent reproduction. ### Latent-HSJA SIM Score: 79.7. Result ID: 6a1d5450fbc373592c16f50f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Model Queries":"5000"}. This record does not assert independent reproduction. ### Latent-HSJA SIM Score: 77.9. Result ID: 6a1d5450fbc373592c16f50e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Model Queries":"3000"}. This record does not assert independent reproduction. ### HSJA SIM Score: 72.8. Result ID: 6a1d5450fbc373592c16f50b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Model Queries":"5000"}. This record does not assert independent reproduction. ### Latent-HSJA SIM Score: 71.9. Result ID: 6a1d5450fbc373592c16f50d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Model Queries":"1000"}. This record does not assert independent reproduction. ### HSJA SIM Score: 66.3. Result ID: 6a1d5450fbc373592c16f50a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Model Queries":"3000"}. This record does not assert independent reproduction. ### HSJA SIM Score: 56.9. Result ID: 6a1d5450fbc373592c16f509. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Model Queries":"1000"}. 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