# Neural Painting on Wiki Art (test) Source: [Neural Painting on Wiki Art (test)]() Collection index: [llms.txt]() Data updated: 2026-03-31T10:13:13.268Z Evaluation of Neural Painting performance on the test split of the WikiArt dataset, measured using pixel loss (L\_pixel) and perceptual loss (L\_pcpt). 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 | Neural Painting | | Dataset (including any stated split) | Wiki Art (test) | | Metric | Pixel Loss | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [Pixel Loss](): Lower is better; unit: SCALAR. - [Perceptual Loss](): Lower is better; unit: SCALAR. ## Recorded results | Method | Pixel Loss | Result date | Report paper | | --- | --- | --- | --- | | DQ-Transformer | 0.045 | Not recorded | 69cb55660636e5bf4afca2ed | | Compositional Neural Painter | 0.046 | Not recorded | 69cb55660636e5bf4afca2ed | | Learning To Paint | 0.047 | Not recorded | 69cb55660636e5bf4afca2ed | | Im2Oil | 0.052 | Not recorded | 69cb55660636e5bf4afca2ed | | Compositional Neural Painter | 0.056 | Not recorded | 69cb55660636e5bf4afca2ed | | DQ-Transformer | 0.056 | Not recorded | 69cb55660636e5bf4afca2ed | | Learning To Paint | 0.057 | Not recorded | 69cb55660636e5bf4afca2ed | | DQ-Transformer | 0.058 | Not recorded | 69cb55660636e5bf4afca2ed | | Paint Transformer | 0.061 | Not recorded | 69cb55660636e5bf4afca2ed | | Learning To Paint | 0.062 | Not recorded | 69cb55660636e5bf4afca2ed | | Compositional Neural Painter | 0.062 | Not recorded | 69cb55660636e5bf4afca2ed | | Stylized Neural Painting | 0.064 | Not recorded | 69cb55660636e5bf4afca2ed | | Stylized Neural Painting | 0.064 | Not recorded | 69cb55660636e5bf4afca2ed | | Stylized Neural Painting | 0.067 | Not recorded | 69cb55660636e5bf4afca2ed | | Paint Transformer | 0.069 | Not recorded | 69cb55660636e5bf4afca2ed | | Paint Transformer | 0.072 | Not recorded | 69cb55660636e5bf4afca2ed | | Im2Oil | 0.087 | Not recorded | 69cb55660636e5bf4afca2ed | | Im2Oil | 0.089 | Not recorded | 69cb55660636e5bf4afca2ed | ### DQ-Transformer Pixel Loss: 0.045. Result ID: 69cb9e2b47f34ce924b473e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"5000"}. This record does not assert independent reproduction. ### Compositional Neural Painter Pixel Loss: 0.046. Result ID: 69cb9e2b47f34ce924b473e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"5000"}. This record does not assert independent reproduction. ### Learning To Paint Pixel Loss: 0.047. Result ID: 69cb9e2b47f34ce924b473e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"5000"}. This record does not assert independent reproduction. ### Im2Oil Pixel Loss: 0.052. Result ID: 69cb9e2b47f34ce924b473e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"5000"}. This record does not assert independent reproduction. ### Compositional Neural Painter Pixel Loss: 0.056. Result ID: 69cb9e2b47f34ce924b473e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"1000"}. This record does not assert independent reproduction. ### DQ-Transformer Pixel Loss: 0.056. Result ID: 69cb9e2b47f34ce924b473e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"1000"}. This record does not assert independent reproduction. ### Learning To Paint Pixel Loss: 0.057. Result ID: 69cb9e2b47f34ce924b473e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"1000"}. This record does not assert independent reproduction. ### DQ-Transformer Pixel Loss: 0.058. Result ID: 69cb9e2b47f34ce924b473dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"500"}. This record does not assert independent reproduction. ### Paint Transformer Pixel Loss: 0.061. Result ID: 69cb9e2b47f34ce924b473e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"5000"}. This record does not assert independent reproduction. ### Learning To Paint Pixel Loss: 0.062. Result ID: 69cb9e2b47f34ce924b473db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"500"}. This record does not assert independent reproduction. ### Compositional Neural Painter Pixel Loss: 0.062. Result ID: 69cb9e2b47f34ce924b473dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"500"}. This record does not assert independent reproduction. ### Stylized Neural Painting Pixel Loss: 0.064. Result ID: 69cb9e2b47f34ce924b473d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"500"}. This record does not assert independent reproduction. ### Stylized Neural Painting Pixel Loss: 0.064. Result ID: 69cb9e2b47f34ce924b473e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"5000"}. This record does not assert independent reproduction. ### Stylized Neural Painting Pixel Loss: 0.067. Result ID: 69cb9e2b47f34ce924b473de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"1000"}. This record does not assert independent reproduction. ### Paint Transformer Pixel Loss: 0.069. Result ID: 69cb9e2b47f34ce924b473df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"1000"}. This record does not assert independent reproduction. ### Paint Transformer Pixel Loss: 0.072. Result ID: 69cb9e2b47f34ce924b473d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"500"}. This record does not assert independent reproduction. ### Im2Oil Pixel Loss: 0.087. Result ID: 69cb9e2b47f34ce924b473e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"1000"}. This record does not assert independent reproduction. ### Im2Oil Pixel Loss: 0.089. Result ID: 69cb9e2b47f34ce924b473da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"500"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.