# Reference-guided image synthesis on CelebA-HQ (test) Source: [Reference-guided image synthesis on CelebA-HQ (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:44:13.530Z Evaluation of reference-guided image synthesis models on the test split of the CelebA-HQ dataset, typically measured using FID 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 | Reference-guided image synthesis | | Dataset (including any stated split) | CelebA-HQ (test) | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 12 of 12 | | 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 - [FID](): Lower is better; unit: SCALAR. - [LPIPS](): Lower is better; unit: SCALAR. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | Real images | 14.8 | Not recorded | 68fa676c1e209131cea1603b | | Image-to-Image Translation with Low Resolution Conditioning | 15.52 | Not recorded | 68fa6a741e209131cea283e0 | | Stargan-v2 | 19.58 | Not recorded | 68fa6a741e209131cea283e0 | | StarGAN v2 | 23.8 | Not recorded | 68fa676c1e209131cea1603b | | Stargan-v2 | 23.8 | Not recorded | 68fa6a741e209131cea283e0 | | Image-to-Image Translation with Low Resolution Conditioning | 25.89 | Not recorded | 68fa6a741e209131cea283e0 | | MSGAN | 39.6 | Not recorded | 68fa676c1e209131cea1603b | | MSGAN | 39.6 | Not recorded | 68fa6a741e209131cea283e0 | | DRIT | 53.3 | Not recorded | 68fa676c1e209131cea1603b | | DRIT | 53.3 | Not recorded | 68fa6a741e209131cea283e0 | | MUNIT | 107.1 | Not recorded | 68fa676c1e209131cea1603b | | MUNIT | 107.1 | Not recorded | 68fa6a741e209131cea283e0 | ### Real images FID: 14.8. Result ID: 698d32d08b517eb4331fbb64. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Image-to-Image Translation with Low Resolution Conditioning FID: 15.52. Result ID: 698e36aaffc3901de09bb3d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"HR image resolution":"128 x 128","Sampling procedure":"ten HR images for each LR image"}. This record does not assert independent reproduction. ### Stargan-v2 FID: 19.58. Result ID: 698e36aaffc3901de09bb3d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"HR image resolution":"128 x 128"}. This record does not assert independent reproduction. ### StarGAN v2 FID: 23.8. Result ID: 698d32d08b517eb4331fbb63. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Stargan-v2 FID: 23.8. Result ID: 698e36aaffc3901de09bb3d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"HR image resolution":"256 x 256"}. This record does not assert independent reproduction. ### Image-to-Image Translation with Low Resolution Conditioning FID: 25.89. Result ID: 698e36aaffc3901de09bb3d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"HR image resolution":"256 x 256","Sampling procedure":"ten HR images for each LR image"}. This record does not assert independent reproduction. ### MSGAN FID: 39.6. Result ID: 698d32d08b517eb4331fbb62. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MSGAN FID: 39.6. Result ID: 698e36aaffc3901de09bb3d0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"HR image resolution":"256 x 256"}. This record does not assert independent reproduction. ### DRIT FID: 53.3. Result ID: 698d32d08b517eb4331fbb61. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DRIT FID: 53.3. Result ID: 698e36aaffc3901de09bb3cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"HR image resolution":"256 x 256"}. This record does not assert independent reproduction. ### MUNIT FID: 107.1. Result ID: 698d32d08b517eb4331fbb60. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MUNIT FID: 107.1. Result ID: 698e36aaffc3901de09bb3ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"HR image resolution":"256 x 256"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.