# Personalized Image Generation on CelebA-HQ 512x512 (test) Source: [Personalized Image Generation on CelebA-HQ 512x512 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-02T10:13:38.319Z Evaluation of personalized image generation models on the test split of the CelebA-HQ dataset rendered at 512x512 resolution, typically measured using metrics like FID, FSR, ISM, ADA, SER, and BRQ. 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 | Personalized Image Generation | | Dataset (including any stated split) | CelebA-HQ 512x512 (test) | | Metric | FSR | | Unit | PERCENT | | Direction | Higher 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 - [FSR](): Higher is better; unit: PERCENT. - [ISM](): Higher is better; unit: PERCENT. - [ADA](): Higher is better; unit: PERCENT. - [FID](): Lower is better; unit: SCALAR. - [SER](): Lower is better; unit: PERCENT. - [BRQ](): Higher is better; unit: SCALAR. ## Recorded results | Method | FSR | Result date | Report paper | | --- | --- | --- | --- | | IDDM | 65 | Not recorded | 69cdf8160636e5bf4afccaf0 | | IDDM | 62 | Not recorded | 69cdf8160636e5bf4afccaf0 | | IDDM | 62 | Not recorded | 69cdf8160636e5bf4afccaf0 | | No Defense | 57 | Not recorded | 69cdf8160636e5bf4afccaf0 | | IDDM | 56 | Not recorded | 69cdf8160636e5bf4afccaf0 | | IDDM | 52 | Not recorded | 69cdf8160636e5bf4afccaf0 | | Anti-DB | 50 | Not recorded | 69cdf8160636e5bf4afccaf0 | | No Defense | 50 | Not recorded | 69cdf8160636e5bf4afccaf0 | | IDDM | 48 | Not recorded | 69cdf8160636e5bf4afccaf0 | | Anti-DB | 45 | Not recorded | 69cdf8160636e5bf4afccaf0 | | Anti-Diff | 33 | Not recorded | 69cdf8160636e5bf4afccaf0 | | Anti-Diff | 32 | Not recorded | 69cdf8160636e5bf4afccaf0 | | SimAC | 30 | Not recorded | 69cdf8160636e5bf4afccaf0 | | SimAC | 15 | Not recorded | 69cdf8160636e5bf4afccaf0 | ### IDDM FSR: 65. Result ID: 69ce408c47f34ce924b7fdb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"rho":"0.1"}. This record does not assert independent reproduction. ### IDDM FSR: 62. Result ID: 69ce408c47f34ce924b7fdb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"rho":"0.3"}. This record does not assert independent reproduction. ### IDDM FSR: 62. Result ID: 69ce408c47f34ce924b7fdb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"rho":"0.5"}. This record does not assert independent reproduction. ### No Defense FSR: 57. Result ID: 69ce408c47f34ce924b7fdb0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IDDM FSR: 56. Result ID: 69ce408c47f34ce924b7fdbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"rho":"0.5"}. This record does not assert independent reproduction. ### IDDM FSR: 52. Result ID: 69ce408c47f34ce924b7fdbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"rho":"0.3"}. This record does not assert independent reproduction. ### Anti-DB FSR: 50. Result ID: 69ce408c47f34ce924b7fdb1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### No Defense FSR: 50. Result ID: 69ce408c47f34ce924b7fdb7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IDDM FSR: 48. Result ID: 69ce408c47f34ce924b7fdbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"rho":"0.1"}. This record does not assert independent reproduction. ### Anti-DB FSR: 45. Result ID: 69ce408c47f34ce924b7fdb8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Anti-Diff FSR: 33. Result ID: 69ce408c47f34ce924b7fdb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Anti-Diff FSR: 32. Result ID: 69ce408c47f34ce924b7fdba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SimAC FSR: 30. Result ID: 69ce408c47f34ce924b7fdb2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SimAC FSR: 15. Result ID: 69ce408c47f34ce924b7fdb9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.