# Image-Based Sketch Generation on ControlSketch (unseen) Source: [Image-Based Sketch Generation on ControlSketch (unseen)]() Collection index: [llms.txt]() Data updated: 2026-05-06T08:18:15.920Z Evaluation of models performing Image-Based Sketch Generation on the ControlSketch (unseen) dataset, assessed using metrics such as 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 (unseen) | | Metric | MS-SSIM | | Unit | SCALAR | | 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: SCALAR. - [DreamSim](): Higher is better; unit: SCALAR. ## Recorded results | Method | MS-SSIM | Result date | Report paper | | --- | --- | --- | --- | | SwiftSketch | 0.691 | Not recorded | 69facb0bc0f56ed84308a34f | | CFM | 0.691 | Not recorded | 69facb0bc0f56ed84308a34f | | CFM | 0.688 | Not recorded | 69facb0bc0f56ed84308a34f | | SwiftSketch | 0.614 | Not recorded | 69facb0bc0f56ed84308a34f | | CFM | 0.612 | Not recorded | 69facb0bc0f56ed84308a34f | | CFM | 0.611 | Not recorded | 69facb0bc0f56ed84308a34f | | SwiftSketch | 0.59 | Not recorded | 69facb0bc0f56ed84308a34f | | CFM | 0.59 | Not recorded | 69facb0bc0f56ed84308a34f | | CFM | 0.59 | Not recorded | 69facb0bc0f56ed84308a34f | ### SwiftSketch MS-SSIM: 0.691. Result ID: 69faf94647f34ce924ddd379. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Rabbit","Inference Steps":"50-step"}. This record does not assert independent reproduction. ### CFM MS-SSIM: 0.691. Result ID: 69faf94647f34ce924ddd37a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Rabbit","Inference Steps":"4-step"}. This record does not assert independent reproduction. ### CFM MS-SSIM: 0.688. Result ID: 69faf94647f34ce924ddd37b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Rabbit","Inference Steps":"1-step"}. This record does not assert independent reproduction. ### SwiftSketch MS-SSIM: 0.614. Result ID: 69faf94647f34ce924ddd373. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Cat","Inference Steps":"50-step"}. This record does not assert independent reproduction. ### CFM MS-SSIM: 0.612. Result ID: 69faf94647f34ce924ddd374. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Cat","Inference Steps":"4-step"}. This record does not assert independent reproduction. ### CFM MS-SSIM: 0.611. Result ID: 69faf94647f34ce924ddd375. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Cat","Inference Steps":"1-step"}. This record does not assert independent reproduction. ### SwiftSketch MS-SSIM: 0.59. Result ID: 69faf94647f34ce924ddd376. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Fish","Inference Steps":"50-step"}. This record does not assert independent reproduction. ### CFM MS-SSIM: 0.59. Result ID: 69faf94647f34ce924ddd377. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Fish","Inference Steps":"4-step"}. This record does not assert independent reproduction. ### CFM MS-SSIM: 0.59. Result ID: 69faf94647f34ce924ddd378. [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.