# Classification on DN-quickdraw (test) Source: [Classification on DN-quickdraw (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:18.601Z Evaluation of Classification performance on the test split of the DN-quickdraw dataset, 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-quickdraw (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 | 0.683 | Not recorded | 68fa6ca11e209131cea3513f | | RW | 0.757 | Not recorded | 68fa6ca11e209131cea3513f | | WM | 0.768 | Not recorded | 68fa6ca11e209131cea3513f | | WM | 0.769 | Not recorded | 68fa6ca11e209131cea3513f | | IF | 0.84 | Not recorded | 68fa6ca11e209131cea3513f | | IF | 1.106 | Not recorded | 68fa6ca11e209131cea3513f | | WM | 1.158 | Not recorded | 68fa6ca11e209131cea3513f | | RW | 1.188 | Not recorded | 68fa6ca11e209131cea3513f | | ERM | 1.345 | Not recorded | 68fa6ca11e209131cea3513f | | IF | 1.444 | Not recorded | 68fa6ca11e209131cea3513f | | GIF | 1.492 | Not recorded | 68fa6ca11e209131cea3513f | | ERM | 1.62 | Not recorded | 68fa6ca11e209131cea3513f | | ERM | 1.626 | Not recorded | 68fa6ca11e209131cea3513f | ### RW Test Loss: 0.683. Result ID: 698f297c3a6c314849f67089. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"DS"}. This record does not assert independent reproduction. ### RW Test Loss: 0.757. Result ID: 698f297c3a6c314849f67085. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### WM Test Loss: 0.768. Result ID: 698f297c3a6c314849f67086. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### WM Test Loss: 0.769. Result ID: 698f297c3a6c314849f6708a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"DS"}. This record does not assert independent reproduction. ### IF Test Loss: 0.84. Result ID: 698f297c3a6c314849f67088. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"DS"}. This record does not assert independent reproduction. ### IF Test Loss: 1.106. Result ID: 698f297c3a6c314849f67083. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### WM Test Loss: 1.158. Result ID: 698f297c3a6c314849f6708e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"Snorkel"}. This record does not assert independent reproduction. ### RW Test Loss: 1.188. Result ID: 698f297c3a6c314849f6708d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"Snorkel"}. This record does not assert independent reproduction. ### ERM Test Loss: 1.345. Result ID: 698f297c3a6c314849f67087. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"DS"}. This record does not assert independent reproduction. ### IF Test Loss: 1.444. Result ID: 698f297c3a6c314849f6708c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"Snorkel"}. This record does not assert independent reproduction. ### GIF Test Loss: 1.492. Result ID: 698f297c3a6c314849f67084. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Aggregation":"MV"}. This record does not assert independent reproduction. ### ERM Test Loss: 1.62. Result ID: 698f297c3a6c314849f6708b. [Reporting paper]() Recorded evaluation configuration: {"Aggregation":"Snorkel"}. This record does not assert independent reproduction. ### ERM Test Loss: 1.626. Result ID: 698f297c3a6c314849f67082. [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.