# Classification on DN-painting (test) Source: [Classification on DN-painting (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:18.618Z Evaluation of Classification performance on the test split of the DN-painting dataset, typically measured using test loss. 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 | Classification | | Dataset (including any stated split) | DN-painting (test) | | Metric | Test Loss | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 13 of 13 | | 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 - [Test Loss](): Lower is better; unit: SCALAR. ## Recorded results | Method | Test Loss | Result date | Report paper | | --- | --- | --- | --- | | RW | 0.615 | Not recorded | 68fa6ca11e209131cea3513f | | WM | 0.654 | Not recorded | 68fa6ca11e209131cea3513f | | IF | 0.68 | Not recorded | 68fa6ca11e209131cea3513f | | RW | 0.755 | Not recorded | 68fa6ca11e209131cea3513f | | WM | 0.797 | Not recorded | 68fa6ca11e209131cea3513f | | WM | 0.857 | Not recorded | 68fa6ca11e209131cea3513f | | IF | 0.872 | Not recorded | 68fa6ca11e209131cea3513f | | IF | 0.876 | Not recorded | 68fa6ca11e209131cea3513f | | RW | 0.915 | Not recorded | 68fa6ca11e209131cea3513f | | GIF | 0.947 | Not recorded | 68fa6ca11e209131cea3513f | | ERM | 1.043 | Not recorded | 68fa6ca11e209131cea3513f | | ERM | 1.21 | Not recorded | 68fa6ca11e209131cea3513f | | ERM | 1.242 | Not recorded | 68fa6ca11e209131cea3513f | ### RW Test Loss: 0.615. Result ID: 698f297c3a6c314849f67096. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"DS"}. This record does not assert independent reproduction. ### WM Test Loss: 0.654. Result ID: 698f297c3a6c314849f67097. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"DS"}. This record does not assert independent reproduction. ### IF Test Loss: 0.68. Result ID: 698f297c3a6c314849f67095. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"DS"}. This record does not assert independent reproduction. ### RW Test Loss: 0.755. Result ID: 698f297c3a6c314849f67092. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### WM Test Loss: 0.797. Result ID: 698f297c3a6c314849f67093. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### WM Test Loss: 0.857. Result ID: 698f297c3a6c314849f6709b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"Snorkel"}. This record does not assert independent reproduction. ### IF Test Loss: 0.872. Result ID: 698f297c3a6c314849f67099. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"Snorkel"}. This record does not assert independent reproduction. ### IF Test Loss: 0.876. Result ID: 698f297c3a6c314849f67090. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### RW Test Loss: 0.915. Result ID: 698f297c3a6c314849f6709a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"Snorkel"}. This record does not assert independent reproduction. ### GIF Test Loss: 0.947. Result ID: 698f297c3a6c314849f67091. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### ERM Test Loss: 1.043. Result ID: 698f297c3a6c314849f67094. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"DS"}. This record does not assert independent reproduction. ### ERM Test Loss: 1.21. Result ID: 698f297c3a6c314849f67098. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"Snorkel"}. This record does not assert independent reproduction. ### ERM Test Loss: 1.242. Result ID: 698f297c3a6c314849f6708f. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.