# Neural Painting on Landscapes (test) Source: [Neural Painting on Landscapes (test)]() Collection index: [llms.txt]() Data updated: 2026-03-31T10:13:13.228Z Evaluation of Neural Painting models on the test split of the Landscapes dataset, measured using pixel (L\_pixel) and perceptual (L\_pcpt) loss 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 | Neural Painting | | Dataset (including any stated split) | Landscapes (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 | 0.054 | Not recorded | 69cb55660636e5bf4afca2ed | | Learning To Paint | 0.055 | Not recorded | 69cb55660636e5bf4afca2ed | | Compositional Neural Painter | 0.056 | Not recorded | 69cb55660636e5bf4afca2ed | | DQ-Transformer | 0.062 | Not recorded | 69cb55660636e5bf4afca2ed | | DQ-Transformer | 0.063 | Not recorded | 69cb55660636e5bf4afca2ed | | Learning To Paint | 0.063 | Not recorded | 69cb55660636e5bf4afca2ed | | Compositional Neural Painter | 0.063 | Not recorded | 69cb55660636e5bf4afca2ed | | Im2Oil | 0.064 | Not recorded | 69cb55660636e5bf4afca2ed | | Learning To Paint | 0.065 | Not recorded | 69cb55660636e5bf4afca2ed | | Stylized Neural Painting | 0.068 | Not recorded | 69cb55660636e5bf4afca2ed | | Stylized Neural Painting | 0.068 | Not recorded | 69cb55660636e5bf4afca2ed | | Compositional Neural Painter | 0.069 | Not recorded | 69cb55660636e5bf4afca2ed | | Paint Transformer | 0.07 | Not recorded | 69cb55660636e5bf4afca2ed | | Stylized Neural Painting | 0.072 | Not recorded | 69cb55660636e5bf4afca2ed | | Paint Transformer | 0.079 | Not recorded | 69cb55660636e5bf4afca2ed | | Paint Transformer | 0.08 | Not recorded | 69cb55660636e5bf4afca2ed | | Im2Oil | 0.094 | Not recorded | 69cb55660636e5bf4afca2ed | | Im2Oil | 0.096 | Not recorded | 69cb55660636e5bf4afca2ed | ### DQ-Transformer Pixel Loss: 0.054. Result ID: 69cb9e2b47f34ce924b473c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"5000"}. This record does not assert independent reproduction. ### Learning To Paint Pixel Loss: 0.055. Result ID: 69cb9e2b47f34ce924b473c3. [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: 69cb9e2b47f34ce924b473c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"5000"}. This record does not assert independent reproduction. ### DQ-Transformer Pixel Loss: 0.062. Result ID: 69cb9e2b47f34ce924b473bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"1000"}. This record does not assert independent reproduction. ### DQ-Transformer Pixel Loss: 0.063. Result ID: 69cb9e2b47f34ce924b473b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"500"}. This record does not assert independent reproduction. ### Learning To Paint Pixel Loss: 0.063. Result ID: 69cb9e2b47f34ce924b473bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"1000"}. This record does not assert independent reproduction. ### Compositional Neural Painter Pixel Loss: 0.063. Result ID: 69cb9e2b47f34ce924b473be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"1000"}. This record does not assert independent reproduction. ### Im2Oil Pixel Loss: 0.064. Result ID: 69cb9e2b47f34ce924b473c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"5000"}. This record does not assert independent reproduction. ### Learning To Paint Pixel Loss: 0.065. Result ID: 69cb9e2b47f34ce924b473b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"500"}. This record does not assert independent reproduction. ### Stylized Neural Painting Pixel Loss: 0.068. Result ID: 69cb9e2b47f34ce924b473b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"500"}. This record does not assert independent reproduction. ### Stylized Neural Painting Pixel Loss: 0.068. Result ID: 69cb9e2b47f34ce924b473c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"5000"}. This record does not assert independent reproduction. ### Compositional Neural Painter Pixel Loss: 0.069. Result ID: 69cb9e2b47f34ce924b473b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"500"}. This record does not assert independent reproduction. ### Paint Transformer Pixel Loss: 0.07. Result ID: 69cb9e2b47f34ce924b473c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"5000"}. This record does not assert independent reproduction. ### Stylized Neural Painting Pixel Loss: 0.072. Result ID: 69cb9e2b47f34ce924b473ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"1000"}. This record does not assert independent reproduction. ### Paint Transformer Pixel Loss: 0.079. Result ID: 69cb9e2b47f34ce924b473bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"1000"}. This record does not assert independent reproduction. ### Paint Transformer Pixel Loss: 0.08. Result ID: 69cb9e2b47f34ce924b473b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"500"}. This record does not assert independent reproduction. ### Im2Oil Pixel Loss: 0.094. Result ID: 69cb9e2b47f34ce924b473bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Stroke count":"1000"}. This record does not assert independent reproduction. ### Im2Oil Pixel Loss: 0.096. Result ID: 69cb9e2b47f34ce924b473b6. [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.