# Image Synthesis on Oxford Flowers (test) Source: [Image Synthesis on Oxford Flowers (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:42.610Z Evaluation of image synthesis models on the test split of the Oxford Flowers dataset, typically measured using Kernel Inception Distance (KID). 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 Synthesis | | Dataset (including any stated split) | Oxford Flowers (test) | | Metric | KID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 7 of 7 | | 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 - [KID](): Lower is better; unit: SCALAR. - [FID](): Lower is better; unit: SCALAR. ## Recorded results | Method | KID | Result date | Report paper | | --- | --- | --- | --- | | AR-NeRF | 7.86 | Not recorded | 68fa6cc61e209131cea35e49 | | AR-NeRF | 7.86 | Not recorded | 68fa6cc61e209131cea35e49 | | AR-GAN++ | 10.18 | Not recorded | 68fa6cc61e209131cea35e49 | | AR-GAN++ | 10.18 | Not recorded | 68fa6cc61e209131cea35e49 | | AR-GAN | 11.23 | Not recorded | 68fa6cc61e209131cea35e49 | | AR-GAN | 11.23 | Not recorded | 68fa6cc61e209131cea35e49 | | RGBD-GAN | 12.04 | Not recorded | 68fa6cc61e209131cea35e49 | ### AR-NeRF KID: 7.86. Result ID: 698f3d013a6c314849f76526. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AR-NeRF KID: 7.86. Result ID: 698f3d013a6c314849f76539. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AR-GAN++ KID: 10.18. Result ID: 698f3d013a6c314849f76525. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AR-GAN++ KID: 10.18. Result ID: 698f3d013a6c314849f76537. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AR-GAN KID: 11.23. Result ID: 698f3d013a6c314849f76524. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AR-GAN KID: 11.23. Result ID: 698f3d013a6c314849f76536. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RGBD-GAN KID: 12.04. Result ID: 698f3d013a6c314849f76538. [Reporting paper]() [Method origin paper]() 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.