# Style Manipulation on CelebA-HQ (test) Source: [Style Manipulation on CelebA-HQ (test)]() Collection index: [llms.txt]() Data updated: 2026-04-24T07:31:39.002Z Evaluation of style manipulation performance on the test split of the CelebA-HQ dataset, measured using attribute-specific metrics such as FID and Accuracy for targeted changes (e.g., Bangs, Eleglasses). 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 | Style Manipulation | | Dataset (including any stated split) | CelebA-HQ (test) | | Metric | Bangs FID (+) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 6 of 6 | | 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 - [Bangs FID (+)](): Lower is better; unit: SCALAR. - [Bangs Acc (+)](): Higher is better; unit: PERCENT. - [Bangs FID (-)](): Lower is better; unit: SCALAR. - [Bangs Acc (-)](): Higher is better; unit: PERCENT. - [Eleglasses FID (+)](): Lower is better; unit: SCALAR. - [Eleglasses Acc (+)](): Higher is better; unit: PERCENT. - [Eleglasses FID (-)](): Lower is better; unit: SCALAR. - [Eleglasses Acc (-)](): Higher is better; unit: PERCENT. - [Average FID](): Lower is better; unit: SCALAR. - [Average Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Bangs FID (+) | Result date | Report paper | | --- | --- | --- | --- | | LatRef-Diff | 15.96 | Not recorded | 69eaf8f555a3c32af89f886b | | SDGAN | 16.27 | Not recorded | 69eaf8f555a3c32af89f886b | | VecGAN++ | 16.37 | Not recorded | 69eaf8f555a3c32af89f886b | | BSGAN | 17.29 | Not recorded | 69eaf8f555a3c32af89f886b | | HiSD | 17.53 | Not recorded | 69eaf8f555a3c32af89f886b | | ELEGANT | 28.16 | Not recorded | 69eaf8f555a3c32af89f886b | ### LatRef-Diff Bangs FID (+): 15.96. Result ID: 69eb1c5047f34ce924d2f5de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manner":"Reference-guided","Setting":"#1"}. This record does not assert independent reproduction. ### SDGAN Bangs FID (+): 16.27. Result ID: 69eb1c5047f34ce924d2f5dc. [Reporting paper]() Recorded evaluation configuration: {"Manner":"Reference-guided","Setting":"#1"}. This record does not assert independent reproduction. ### VecGAN++ Bangs FID (+): 16.37. Result ID: 69eb1c5047f34ce924d2f5db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manner":"Reference-guided","Setting":"#1"}. This record does not assert independent reproduction. ### BSGAN Bangs FID (+): 17.29. Result ID: 69eb1c5047f34ce924d2f5dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manner":"Reference-guided","Setting":"#1"}. This record does not assert independent reproduction. ### HiSD Bangs FID (+): 17.53. Result ID: 69eb1c5047f34ce924d2f5da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Manner":"Reference-guided","Setting":"#1"}. This record does not assert independent reproduction. ### ELEGANT Bangs FID (+): 28.16. Result ID: 69eb1c5047f34ce924d2f5d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Manner":"Reference-guided","Setting":"#1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.