# Instruction-Based Image Editing on Reason50K Story Reasoning Source: [Instruction-Based Image Editing on Reason50K Story Reasoning]() Collection index: [llms.txt]() Data updated: 2026-05-14T06:44:58.041Z Evaluation of model performance on instruction-based image editing tasks using metrics focused on visual alignment and multimodal reasoning (CLIP, MLLM, Ins-Align) on the Reason50K Story Reasoning 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 | Instruction-Based Image Editing | | Dataset (including any stated split) | Reason50K Story Reasoning | | Metric | CLIP Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 Score](): Higher is better; unit: PERCENT. - [MLLM Score](): Higher is better; unit: PERCENT. - [Instruction Alignment Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | CLIP Score | Result date | Report paper | | --- | --- | --- | --- | | ReasonBrain | 30.1 | Not recorded | 68fa7ba71e209131cea89a6f | | SmartFreeEdit | 22.9 | Not recorded | 68fa7ba71e209131cea89a6f | | GPT Image 1.5 | 22 | Not recorded | 68fa7ba71e209131cea89a6f | | MIGE | 21.6 | Not recorded | 68fa7ba71e209131cea89a6f | | Qwen-Image-Edit | 21.5 | Not recorded | 68fa7ba71e209131cea89a6f | | SmartEdit | 21.1 | Not recorded | 68fa7ba71e209131cea89a6f | | MagicBrush | 20.9 | Not recorded | 68fa7ba71e209131cea89a6f | | UltraEdit | 20.9 | Not recorded | 68fa7ba71e209131cea89a6f | | Flux Kontext | 20.6 | Not recorded | 68fa7ba71e209131cea89a6f | | MGIE | 20.1 | Not recorded | 68fa7ba71e209131cea89a6f | | Bagel-Thinking | 19.8 | Not recorded | 68fa7ba71e209131cea89a6f | | InstructPix2Pix | 19.6 | Not recorded | 68fa7ba71e209131cea89a6f | | ChatGPT-4o | 19.5 | Not recorded | 68fa7ba71e209131cea89a6f | | Qwen-Image-Edit | 18.9 | Not recorded | 68fa7ba71e209131cea89a6f | | Bagel | 18.4 | Not recorded | 68fa7ba71e209131cea89a6f | | PixWizard | 17.2 | Not recorded | 68fa7ba71e209131cea89a6f | ### ReasonBrain CLIP Score: 30.1. Result ID: 6a056ea747f34ce924ebc373. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SmartFreeEdit CLIP Score: 22.9. Result ID: 6a056ea747f34ce924ebc36b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT Image 1.5 CLIP Score: 22. Result ID: 6a056ea747f34ce924ebc372. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MIGE CLIP Score: 21.6. Result ID: 6a056ea747f34ce924ebc36a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Author":"Tian et al."}. This record does not assert independent reproduction. ### Qwen-Image-Edit CLIP Score: 21.5. Result ID: 6a056ea747f34ce924ebc370. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"finetuned"}. This record does not assert independent reproduction. ### SmartEdit CLIP Score: 21.1. Result ID: 6a056ea747f34ce924ebc367. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MagicBrush CLIP Score: 20.9. Result ID: 6a056ea747f34ce924ebc365. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UltraEdit CLIP Score: 20.9. Result ID: 6a056ea747f34ce924ebc368. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Flux Kontext CLIP Score: 20.6. Result ID: 6a056ea747f34ce924ebc36e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MGIE CLIP Score: 20.1. Result ID: 6a056ea747f34ce924ebc366. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Author":"Fu et al."}. This record does not assert independent reproduction. ### Bagel-Thinking CLIP Score: 19.8. Result ID: 6a056ea747f34ce924ebc36d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InstructPix2Pix CLIP Score: 19.6. Result ID: 6a056ea747f34ce924ebc364. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ChatGPT-4o CLIP Score: 19.5. Result ID: 6a056ea747f34ce924ebc371. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen-Image-Edit CLIP Score: 18.9. Result ID: 6a056ea747f34ce924ebc36f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"base"}. This record does not assert independent reproduction. ### Bagel CLIP Score: 18.4. Result ID: 6a056ea747f34ce924ebc36c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PixWizard CLIP Score: 17.2. Result ID: 6a056ea747f34ce924ebc369. [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.