# Image-Based Sketch Generation on ControlSketch (seen) Source: [Image-Based Sketch Generation on ControlSketch (seen)]() Collection index: [llms.txt]() Data updated: 2026-05-06T08:18:15.893Z Evaluation of models performing Image-Based Sketch Generation on the ControlSketch (seen) dataset, assessed using metrics like MS-SSIM and DreamSim. 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-Based Sketch Generation | | Dataset (including any stated split) | ControlSketch (seen) | | Metric | MS-SSIM | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [MS-SSIM](): Higher is better; unit: PERCENT. - [DreamSim](): Higher is better; unit: PERCENT. ## Recorded results | Method | MS-SSIM | Result date | Report paper | | --- | --- | --- | --- | | SwiftSketch | 69.1 | Not recorded | 69facb0bc0f56ed84308a34f | | CFM | 69 | Not recorded | 69facb0bc0f56ed84308a34f | | CFM | 68.8 | Not recorded | 69facb0bc0f56ed84308a34f | | SwiftSketch | 61.9 | Not recorded | 69facb0bc0f56ed84308a34f | | CFM | 61.8 | Not recorded | 69facb0bc0f56ed84308a34f | | CFM | 61.7 | Not recorded | 69facb0bc0f56ed84308a34f | | SwiftSketch | 58.9 | Not recorded | 69facb0bc0f56ed84308a34f | | CFM | 58.9 | Not recorded | 69facb0bc0f56ed84308a34f | | CFM | 58.9 | Not recorded | 69facb0bc0f56ed84308a34f | ### SwiftSketch MS-SSIM: 69.1. Result ID: 69faf94647f34ce924ddd370. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Rabbit","Inference Steps":"50-step"}. This record does not assert independent reproduction. ### CFM MS-SSIM: 69. Result ID: 69faf94647f34ce924ddd371. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Rabbit","Inference Steps":"4-step"}. This record does not assert independent reproduction. ### CFM MS-SSIM: 68.8. Result ID: 69faf94647f34ce924ddd372. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Rabbit","Inference Steps":"1-step"}. This record does not assert independent reproduction. ### SwiftSketch MS-SSIM: 61.9. Result ID: 69faf94647f34ce924ddd36a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Cat","Inference Steps":"50-step"}. This record does not assert independent reproduction. ### CFM MS-SSIM: 61.8. Result ID: 69faf94647f34ce924ddd36b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Cat","Inference Steps":"4-step"}. This record does not assert independent reproduction. ### CFM MS-SSIM: 61.7. Result ID: 69faf94647f34ce924ddd36c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Cat","Inference Steps":"1-step"}. This record does not assert independent reproduction. ### SwiftSketch MS-SSIM: 58.9. Result ID: 69faf94647f34ce924ddd36d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Fish","Inference Steps":"50-step"}. This record does not assert independent reproduction. ### CFM MS-SSIM: 58.9. Result ID: 69faf94647f34ce924ddd36e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Fish","Inference Steps":"4-step"}. This record does not assert independent reproduction. ### CFM MS-SSIM: 58.9. Result ID: 69faf94647f34ce924ddd36f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Fish","Inference Steps":"1-step"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.