# Image Editing on ImageNet real-edit Source: [Image Editing on ImageNet real-edit]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:38:49.490Z Evaluation of image editing performance on the ImageNet real-edit dataset, assessed using CS and CDS metrics. 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 Editing | | Dataset (including any stated split) | ImageNet real-edit | | Metric | CS Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [CS Score](): Higher is better; unit: SCALAR. - [CDS Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | CS Score | Result date | Report paper | | --- | --- | --- | --- | | MasaCtrl | 31.4 | Not recorded | 68fa72621e209131cea561c6 | | SDEdit | 30.17 | Not recorded | 68fa72621e209131cea561c6 | | Free-Prompt-Editing | 29.05 | Not recorded | 68fa72621e209131cea561c6 | | Pix2pixzero | 28.96 | Not recorded | 68fa72621e209131cea561c6 | | PnP | 28.76 | Not recorded | 68fa72621e209131cea561c6 | | P2P | 28.56 | Not recorded | 68fa72621e209131cea561c6 | | SDEdit | 28.37 | Not recorded | 68fa72621e209131cea561c6 | | DiffEdit | 26.5 | Not recorded | 68fa72621e209131cea561c6 | | Free-Prompt-Editing | 26.35 | Not recorded | 68fa72621e209131cea561c6 | | P2P | 26.17 | Not recorded | 68fa72621e209131cea561c6 | | Shape-Guided | 26.01 | Not recorded | 68fa72621e209131cea561c6 | ### MasaCtrl CS Score: 31.4. Result ID: 69921d9b3a6c3148490cacc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Editing Times (s)":10.9}. This record does not assert independent reproduction. ### SDEdit CS Score: 30.17. Result ID: 69921d9b3a6c3148490cacc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"noising level":0.75,"Editing Times (s)":3.35}. This record does not assert independent reproduction. ### Free-Prompt-Editing CS Score: 29.05. Result ID: 69921d9b3a6c3148490cacca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Editing Times (s)":10.75}. This record does not assert independent reproduction. ### Pix2pixzero CS Score: 28.96. Result ID: 69921d9b3a6c3148490cacc6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Editing Times (s)":36.76}. This record does not assert independent reproduction. ### PnP CS Score: 28.76. Result ID: 69921d9b3a6c3148490cacc8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Editing Times (s)":384.26}. This record does not assert independent reproduction. ### P2P CS Score: 28.56. Result ID: 69921d9b3a6c3148490cacc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Editing Times (s)":55.32}. This record does not assert independent reproduction. ### SDEdit CS Score: 28.37. Result ID: 69921d9b3a6c3148490cacc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"noising level":0.5,"Editing Times (s)":2.59}. This record does not assert independent reproduction. ### DiffEdit CS Score: 26.5. Result ID: 69921d9b3a6c3148490cacc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Editing Times (s)":4.85}. This record does not assert independent reproduction. ### Free-Prompt-Editing CS Score: 26.35. Result ID: 69921d9b3a6c3148490cacbb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### P2P CS Score: 26.17. Result ID: 69921d9b3a6c3148490cacba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Shape-Guided CS Score: 26.01. Result ID: 69921d9b3a6c3148490cacc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Editing Times (s)":16.02}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.