# General Image Editing on PIE-Bench excluding Add/Remove Source: [General Image Editing on PIE-Bench excluding Add/Remove]() Collection index: [llms.txt]() Data updated: 2026-04-03T09:06:42.735Z Evaluation of general image editing performance on the PIE-Bench dataset, specifically excluding the Add/Remove subset, using metrics focused on directional similarity (CLIP-dir), perceptual quality (DreamSim, Mono), and smoothness. 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 | General Image Editing | | Dataset (including any stated split) | PIE-Bench excluding Add/Remove | | Metric | CLIP-dir | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 - [CLIP-dir](): Higher is better; unit: SCALAR. - [DreamSim](): Higher is better; unit: SCALAR. - [Mono](): Higher is better; unit: SCALAR. - [Smoothness](): Higher is better; unit: SCALAR. ## Recorded results | Method | CLIP-dir | Result date | Report paper | | --- | --- | --- | --- | | SliderEdit | 0.371 | Not recorded | 69cf49bc0636e5bf4afcdbb8 | | FlowSlider | 0.286 | Not recorded | 69cf49bc0636e5bf4afcdbb8 | | Kontinuous Kontext | 0.245 | Not recorded | 69cf49bc0636e5bf4afcdbb8 | | FlowEdit | 0.114 | Not recorded | 69cf49bc0636e5bf4afcdbb8 | | FlowEdit | 0.063 | Not recorded | 69cf49bc0636e5bf4afcdbb8 | ### SliderEdit CLIP-dir: 0.371. Result ID: 69cf832247f34ce924b997e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FlowSlider CLIP-dir: 0.286. Result ID: 69cf832247f34ce924b997ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Kontinuous Kontext CLIP-dir: 0.245. Result ID: 69cf832247f34ce924b997e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FlowEdit CLIP-dir: 0.114. Result ID: 69cf832247f34ce924b997e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tuning":"nmax"}. This record does not assert independent reproduction. ### FlowEdit CLIP-dir: 0.063. Result ID: 69cf832247f34ce924b997e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tuning":"CFG"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.