# Style Transfer on MS-COCO and WikiArt (test) Source: [Style Transfer on MS-COCO and WikiArt (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:48:33.203Z Evaluation of Style Transfer performance using MS-COCO as the content dataset and WikiArt as the style dataset on the test split, measured by Lcont, Lsim, and Lsty metrics. 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 | Style Transfer | | Dataset (including any stated split) | MS-COCO (content) + WikiArt (style) (test) | | Metric | Lcont | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 17 of 17 | | 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 - [Lcont](): Lower is better; unit: SCALAR. - [Lsim](): Lower is better; unit: SCALAR. - [Lsty](): Lower is better; unit: SCALAR. ## Recorded results | Method | Lcont | Result date | Report paper | | --- | --- | --- | --- | | MetaNet | 3.48 | Not recorded | 68fa6f2b1e209131cea443be | | MetaStyle | 3.64 | Not recorded | 68fa6f2b1e209131cea443be | | StyTr2 | 3.78 | Not recorded | 68fa6f2b1e209131cea443be | | Linear | 3.93 | Not recorded | 68fa6f2b1e209131cea443be | | Master | 4.13 | Not recorded | 68fa6f2b1e209131cea443be | | Master | 4.2 | Not recorded | 68fa6f2b1e209131cea443be | | MCCNet | 4.22 | Not recorded | 68fa6f2b1e209131cea443be | | Master | 4.24 | Not recorded | 68fa6f2b1e209131cea443be | | AdaAttN | 4.46 | Not recorded | 68fa6f2b1e209131cea443be | | Johnson | 4.6 | Not recorded | 68fa6f2b1e209131cea443be | | Master | 4.7 | Not recorded | 68fa6f2b1e209131cea443be | | SANet | 4.72 | Not recorded | 68fa6f2b1e209131cea443be | | AdaIN | 4.88 | Not recorded | 68fa6f2b1e209131cea443be | | MANet | 4.93 | Not recorded | 68fa6f2b1e209131cea443be | | StyFormer | 4.94 | Not recorded | 68fa6f2b1e209131cea443be | | Master | 5.5 | Not recorded | 68fa6f2b1e209131cea443be | | AvatarNet | 5.76 | Not recorded | 68fa6f2b1e209131cea443be | ### MetaNet Lcont: 3.48. Result ID: 6990ae9f3a6c3148490266a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MetaStyle Lcont: 3.64. Result ID: 6990ae9f3a6c3148490266a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"training\_paradigm":"few-shot"}. This record does not assert independent reproduction. ### StyTr2 Lcont: 3.78. Result ID: 6990ae9f3a6c31484902669e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Linear Lcont: 3.93. Result ID: 6990ae9f3a6c314849026698. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Master Lcont: 4.13. Result ID: 6990ae9f3a6c3148490266a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"zero-shot","transformer\_layers":1}. This record does not assert independent reproduction. ### Master Lcont: 4.2. Result ID: 6990ae9f3a6c3148490266a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"zero-shot","transformer\_layers":3}. This record does not assert independent reproduction. ### MCCNet Lcont: 4.22. Result ID: 6990ae9f3a6c31484902669c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Master Lcont: 4.24. Result ID: 6990ae9f3a6c3148490266a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"few-shot"}. This record does not assert independent reproduction. ### AdaAttN Lcont: 4.46. Result ID: 6990ae9f3a6c31484902669d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Johnson Lcont: 4.6. Result ID: 6990ae9f3a6c3148490266a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model\_granularity":"per-style-per-model"}. This record does not assert independent reproduction. ### Master Lcont: 4.7. Result ID: 6990ae9f3a6c3148490266a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"architecture\_variant":"Norm (layer normalization added)"}. This record does not assert independent reproduction. ### SANet Lcont: 4.72. Result ID: 6990ae9f3a6c31484902669a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AdaIN Lcont: 4.88. Result ID: 6990ae9f3a6c314849026697. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MANet Lcont: 4.93. Result ID: 6990ae9f3a6c31484902669b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### StyFormer Lcont: 4.94. Result ID: 6990ae9f3a6c31484902669f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Master Lcont: 5.5. Result ID: 6990ae9f3a6c3148490266a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"architecture\_variant":"Vanilla (original Transformer)"}. This record does not assert independent reproduction. ### AvatarNet Lcont: 5.76. Result ID: 6990ae9f3a6c314849026699. [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.