# Reference-Guided Image Editing on UniEdit (test) Source: [Reference-Guided Image Editing on UniEdit (test)]() Collection index: [llms.txt]() Data updated: 2026-03-12T09:04:07.523Z Evaluation of model performance on Reference-Guided Image Editing tasks using metrics such as DINO-I, CLIP-I, LPIPS, FID, and VLM, assessed on the test split of the UniEdit 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 | Reference-Guided Image Editing | | Dataset (including any stated split) | UniEdit (test) | | Metric | DINO-I | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [DINO-I](): Higher is better; unit: SCALAR. - [CLIP-I](): Higher is better; unit: SCALAR. - [LPIPS](): Lower is better; unit: SCALAR. - [FID](): Lower is better; unit: SCALAR. - [VLM](): Higher is better; unit: SCALAR. ## Recorded results | Method | DINO-I | Result date | Report paper | | --- | --- | --- | --- | | A2-Edit | 62.28 | Not recorded | 69b248b2d030084c22e2fab5 | | A2-Edit | 61.71 | Not recorded | 69b248b2d030084c22e2fab5 | | ACE++ | 58.13 | Not recorded | 69b248b2d030084c22e2fab5 | | ACE++ | 56.68 | Not recorded | 69b248b2d030084c22e2fab5 | | Insert Anything | 56.22 | Not recorded | 69b248b2d030084c22e2fab5 | | Insert Anything | 56.13 | Not recorded | 69b248b2d030084c22e2fab5 | | FLUX.1-Kontext | 53.47 | Not recorded | 69b248b2d030084c22e2fab5 | | MimicBrush | 50.02 | Not recorded | 69b248b2d030084c22e2fab5 | | FLUX.1-Kontext | 48.29 | Not recorded | 69b248b2d030084c22e2fab5 | | AnyDoor | 46.76 | Not recorded | 69b248b2d030084c22e2fab5 | | FLUX.1-Fill | 45.61 | Not recorded | 69b248b2d030084c22e2fab5 | | MimicBrush | 45.07 | Not recorded | 69b248b2d030084c22e2fab5 | | AnyDoor | 40.42 | Not recorded | 69b248b2d030084c22e2fab5 | | FLUX.1-Fill | 40.09 | Not recorded | 69b248b2d030084c22e2fab5 | ### A2-Edit DINO-I: 62.28. Result ID: 69b2801a6dbb7075b95d471b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mask Type":"Rough Mask"}. This record does not assert independent reproduction. ### A2-Edit DINO-I: 61.71. Result ID: 69b2801a6dbb7075b95d471a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mask Type":"Fine Mask"}. This record does not assert independent reproduction. ### ACE++ DINO-I: 58.13. Result ID: 69b2801a6dbb7075b95d4716. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mask Type":"Fine Mask"}. This record does not assert independent reproduction. ### ACE++ DINO-I: 56.68. Result ID: 69b2801a6dbb7075b95d4717. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mask Type":"Rough Mask"}. This record does not assert independent reproduction. ### Insert Anything DINO-I: 56.22. Result ID: 69b2801a6dbb7075b95d4718. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mask Type":"Fine Mask"}. This record does not assert independent reproduction. ### Insert Anything DINO-I: 56.13. Result ID: 69b2801a6dbb7075b95d4719. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mask Type":"Rough Mask"}. This record does not assert independent reproduction. ### FLUX.1-Kontext DINO-I: 53.47. Result ID: 69b2801a6dbb7075b95d4714. [Reporting paper]() Recorded evaluation configuration: {"Mask Type":"Fine Mask"}. This record does not assert independent reproduction. ### MimicBrush DINO-I: 50.02. Result ID: 69b2801a6dbb7075b95d4712. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mask Type":"Fine Mask"}. This record does not assert independent reproduction. ### FLUX.1-Kontext DINO-I: 48.29. Result ID: 69b2801a6dbb7075b95d4715. [Reporting paper]() Recorded evaluation configuration: {"Mask Type":"Rough Mask"}. This record does not assert independent reproduction. ### AnyDoor DINO-I: 46.76. Result ID: 69b2801a6dbb7075b95d4710. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mask Type":"Fine Mask"}. This record does not assert independent reproduction. ### FLUX.1-Fill DINO-I: 45.61. Result ID: 69b2801a6dbb7075b95d470e. [Reporting paper]() Recorded evaluation configuration: {"Mask Type":"Fine Mask"}. This record does not assert independent reproduction. ### MimicBrush DINO-I: 45.07. Result ID: 69b2801a6dbb7075b95d4713. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mask Type":"Rough Mask"}. This record does not assert independent reproduction. ### AnyDoor DINO-I: 40.42. Result ID: 69b2801a6dbb7075b95d4711. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mask Type":"Rough Mask"}. This record does not assert independent reproduction. ### FLUX.1-Fill DINO-I: 40.09. Result ID: 69b2801a6dbb7075b95d470f. [Reporting paper]() Recorded evaluation configuration: {"Mask Type":"Rough Mask"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.