# Multimodal Oil Painting Generation on DiffusionDB stylized Source: [Multimodal Oil Painting Generation on DiffusionDB stylized]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:01.977Z Evaluation of multimodal generation models focusing on producing oil paintings, using the DiffusionDB stylized dataset, assessed via CLIP similarity (Text/Image), Gram matrix similarity, FID, and Aesthetic scores. 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 | Multimodal Oil Painting Generation | | Dataset (including any stated split) | DiffusionDB stylized | | Metric | Gram Similarity | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Gram Similarity](): Higher is better; unit: SCALAR. - [CLIP Similarity (Text)](): Higher is better; unit: SCALAR. - [CLIP Similarity (Image)](): Higher is better; unit: SCALAR. - [FID](): Lower is better; unit: SCALAR. - [Aesthetic Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Gram Similarity | Result date | Report paper | | --- | --- | --- | --- | | PaintFlow | 0.619 | Not recorded | 6938fe876cfd488761a53c88 | | PaintFlow w/o semantic | 0.611 | Not recorded | 6938fe876cfd488761a53c88 | | PaintFlow w/o text | 0.605 | Not recorded | 6938fe876cfd488761a53c88 | | MagicQuill | 0.585 | Not recorded | 6938fe876cfd488761a53c88 | | IP-Adapter+SD-ControlNet-Inpaint | 0.568 | Not recorded | 6938fe876cfd488761a53c88 | | IP-Adapter+SD-ControlNet-Scribble | 0.431 | Not recorded | 6938fe876cfd488761a53c88 | | PaintFlow w/o style | 0.42 | Not recorded | 6938fe876cfd488761a53c88 | | Paint-by-Example | 0.417 | Not recorded | 6938fe876cfd488761a53c88 | ### PaintFlow Gram Similarity: 0.619. Result ID: 69986e745698665ec4ce5bf0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Alignment - Text":true,"Target Alignment - Semantics":true,"Target Alignment - Style":true}. This record does not assert independent reproduction. ### PaintFlow w/o semantic Gram Similarity: 0.611. Result ID: 69986e745698665ec4ce5bf2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Alignment - Text":true,"Target Alignment - Semantics":false,"Target Alignment - Style":true}. This record does not assert independent reproduction. ### PaintFlow w/o text Gram Similarity: 0.605. Result ID: 69986e745698665ec4ce5bf1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Alignment - Text":false,"Target Alignment - Semantics":true,"Target Alignment - Style":true}. This record does not assert independent reproduction. ### MagicQuill Gram Similarity: 0.585. Result ID: 69986e745698665ec4ce5bef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Alignment - Text":true,"Target Alignment - Semantics":false,"Target Alignment - Style":true}. This record does not assert independent reproduction. ### IP-Adapter+SD-ControlNet-Inpaint Gram Similarity: 0.568. Result ID: 69986e745698665ec4ce5bec. [Reporting paper]() Recorded evaluation configuration: {"Target Alignment - Text":true,"Target Alignment - Semantics":false,"Target Alignment - Style":true}. This record does not assert independent reproduction. ### IP-Adapter+SD-ControlNet-Scribble Gram Similarity: 0.431. Result ID: 69986e745698665ec4ce5bed. [Reporting paper]() Recorded evaluation configuration: {"Target Alignment - Text":true,"Target Alignment - Semantics":true,"Target Alignment - Style":false}. This record does not assert independent reproduction. ### PaintFlow w/o style Gram Similarity: 0.42. Result ID: 69986e745698665ec4ce5bf3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Target Alignment - Text":true,"Target Alignment - Semantics":true,"Target Alignment - Style":false}. This record does not assert independent reproduction. ### Paint-by-Example Gram Similarity: 0.417. Result ID: 69986e745698665ec4ce5bee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Target Alignment - Text":false,"Target Alignment - Semantics":true,"Target Alignment - Style":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.