# Latent-guided Style Manipulation on CelebA-HQ Source: [Latent-guided Style Manipulation on CelebA-HQ]() Collection index: [llms.txt]() Data updated: 2026-04-24T07:31:39.026Z Evaluation of latent-guided style manipulation capabilities on the CelebA-HQ dataset, focusing on attribute-specific FID and classification accuracy for targeted edits (e.g., Bangs, Glasses). 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 | Latent-guided Style Manipulation | | Dataset (including any stated split) | CelebA-HQ | | Metric | Bangs FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 5 of 5 | | 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 Accuracy](): Higher is better; unit: PERCENT. - [Bangs Baseline FID](): Lower is better; unit: SCALAR. - [Bangs Baseline Accuracy](): Higher is better; unit: PERCENT. - [Eleglasses FID](): Lower is better; unit: SCALAR. - [Eleglasses Accuracy](): Higher is better; unit: PERCENT. - [Eleglasses Baseline FID](): Lower is better; unit: SCALAR. - [Eleglasses Baseline Accuracy](): Higher is better; unit: PERCENT. - [Average FID](): Lower is better; unit: SCALAR. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Bangs FID | Result date | Report paper | | --- | --- | --- | --- | | LatRef-Diff | 15.53 | Not recorded | 69eaf8f555a3c32af89f886b | | SDGAN | 15.69 | Not recorded | 69eaf8f555a3c32af89f886b | | BSGAN | 16.69 | Not recorded | 69eaf8f555a3c32af89f886b | | VecGAN++ | 17.12 | Not recorded | 69eaf8f555a3c32af89f886b | | HiSD | 17.18 | Not recorded | 69eaf8f555a3c32af89f886b | ### LatRef-Diff Bangs FID: 15.53. Result ID: 69eb1c5047f34ce924d2f5e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"#1","Guidance":"Latent-guided"}. This record does not assert independent reproduction. ### SDGAN Bangs FID: 15.69. Result ID: 69eb1c5047f34ce924d2f5e1. [Reporting paper]() Recorded evaluation configuration: {"Setting":"#1","Guidance":"Latent-guided"}. This record does not assert independent reproduction. ### BSGAN Bangs FID: 16.69. Result ID: 69eb1c5047f34ce924d2f5e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"#1","Guidance":"Latent-guided"}. This record does not assert independent reproduction. ### VecGAN++ Bangs FID: 17.12. Result ID: 69eb1c5047f34ce924d2f5e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"#1","Guidance":"Latent-guided"}. This record does not assert independent reproduction. ### HiSD Bangs FID: 17.18. Result ID: 69eb1c5047f34ce924d2f5df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"#1","Guidance":"Latent-guided"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.