# Image-guided portrait sketch generation on CelebA-HQ 1024x1024 (randomly sampled 50 images) Source: [Image-guided portrait sketch generation on CelebA-HQ 1024x1024 (randomly sampled 50 images)]() Collection index: [llms.txt]() Data updated: 2026-04-29T07:31:47.027Z Evaluation of models performing image-guided portrait sketch generation using a specific subset of 50 randomly sampled images from the CelebA-HQ 1024x1024 dataset. 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 | Image-guided portrait sketch generation | | Dataset (including any stated split) | CelebA-HQ 1024x1024 (randomly sampled 50 images) | | Metric | LPIPS | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 9 of 9 | | 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 - [LPIPS](): Lower is better; unit: SCALAR. - [SSIM](): Higher is better; unit: SCALAR. - [Accuracy](): Higher is better; unit: PERCENT. - [Preference Rate](): Higher is better; unit: PERCENT. ## Recorded results | Method | LPIPS | Result date | Report paper | | --- | --- | --- | --- | | PortraVec | 0.539 | Not recorded | 68fa75141e209131cea65969 | | SwiftSketch | 0.54 | Not recorded | 68fa75141e209131cea65969 | | SVGDreamer | 0.555 | Not recorded | 68fa75141e209131cea65969 | | Clipasso | 0.572 | Not recorded | 68fa75141e209131cea65969 | | PortraVec | 0.582 | Not recorded | 68fa75141e209131cea65969 | | SwiftSketch | 0.586 | Not recorded | 68fa75141e209131cea65969 | | SVGDreamer | 0.598 | Not recorded | 68fa75141e209131cea65969 | | Clipasso | 0.611 | Not recorded | 68fa75141e209131cea65969 | | Virtual Sketching | 0.648 | Not recorded | 68fa75141e209131cea65969 | ### PortraVec LPIPS: 0.539. Result ID: 69f1b2f347f34ce924d7d0cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of paths":"120"}. This record does not assert independent reproduction. ### SwiftSketch LPIPS: 0.54. Result ID: 69f1b2f347f34ce924d7d0ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of paths":"120"}. This record does not assert independent reproduction. ### SVGDreamer LPIPS: 0.555. Result ID: 69f1b2f347f34ce924d7d0c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of paths":"120"}. This record does not assert independent reproduction. ### Clipasso LPIPS: 0.572. Result ID: 69f1b2f347f34ce924d7d0c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of paths":"120"}. This record does not assert independent reproduction. ### PortraVec LPIPS: 0.582. Result ID: 69f1b2f347f34ce924d7d0cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of paths":"30"}. This record does not assert independent reproduction. ### SwiftSketch LPIPS: 0.586. Result ID: 69f1b2f347f34ce924d7d0c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of paths":"30"}. This record does not assert independent reproduction. ### SVGDreamer LPIPS: 0.598. Result ID: 69f1b2f347f34ce924d7d0c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of paths":"30"}. This record does not assert independent reproduction. ### Clipasso LPIPS: 0.611. Result ID: 69f1b2f347f34ce924d7d0c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of paths":"30"}. This record does not assert independent reproduction. ### Virtual Sketching LPIPS: 0.648. Result ID: 69f1b2f347f34ce924d7d0c4. [Reporting paper]() Recorded evaluation configuration: {"Number of paths":"30"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.