# Multi-label structural damage classification on xROAD 5-class setting 1.0 (test) Source: [Multi-label structural damage classification on xROAD 5-class setting 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-04T07:58:29.970Z Evaluation of Multi-label structural damage classification performance on the test split of the xROAD dataset (5-class setting 1.0), reporting Accuracy, Precision, Recall, and F1-Score. 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 | Multi-label structural damage classification | | Dataset (including any stated split) | xROAD 5-class setting 1.0 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Clustered-DRAPR | 66.95 | Not recorded | 6a210658c10484bac23efe52 | | Clustered-DRAPR | 66.44 | Not recorded | 6a210658c10484bac23efe52 | | SCAFFOLD | 64.03 | Not recorded | 6a210658c10484bac23efe52 | | Clustered-DRAPR | 63.95 | Not recorded | 6a210658c10484bac23efe52 | | SCAFFOLD | 63.69 | Not recorded | 6a210658c10484bac23efe52 | | SCAFFOLD | 63.43 | Not recorded | 6a210658c10484bac23efe52 | | FedAvg | 62.8 | Not recorded | 6a210658c10484bac23efe52 | | MOON | 62.79 | Not recorded | 6a210658c10484bac23efe52 | | MOON | 62.77 | Not recorded | 6a210658c10484bac23efe52 | | IFCA | 62.77 | Not recorded | 6a210658c10484bac23efe52 | | FedAvg | 62.74 | Not recorded | 6a210658c10484bac23efe52 | | IFCA | 62.56 | Not recorded | 6a210658c10484bac23efe52 | | FedProx | 62.51 | Not recorded | 6a210658c10484bac23efe52 | | MOON | 62.51 | Not recorded | 6a210658c10484bac23efe52 | | FedProx | 62.35 | Not recorded | 6a210658c10484bac23efe52 | | FedProx | 62.22 | Not recorded | 6a210658c10484bac23efe52 | | FedAvg | 61.89 | Not recorded | 6a210658c10484bac23efe52 | | Local | 37.83 | Not recorded | 6a210658c10484bac23efe52 | ### Clustered-DRAPR Accuracy: 66.95. Result ID: 6a212f2bfbc373592c1c8491. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Clusters (M)":"3","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Clustered-DRAPR Accuracy: 66.44. Result ID: 6a212f2bfbc373592c1c848f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Clusters (M)":"1 (no clustering)","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 64.03. Result ID: 6a212f2bfbc373592c1c8488. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Clusters (M)":"2","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Clustered-DRAPR Accuracy: 63.95. Result ID: 6a212f2bfbc373592c1c8490. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Clusters (M)":"2","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 63.69. Result ID: 6a212f2bfbc373592c1c8489. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Clusters (M)":"3","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 63.43. Result ID: 6a212f2bfbc373592c1c8487. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Clusters (M)":"1 (no clustering)","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 62.8. Result ID: 6a212f2bfbc373592c1c8483. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Clusters (M)":"3","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### MOON Accuracy: 62.79. Result ID: 6a212f2bfbc373592c1c848c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of Clusters (M)":"3","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### MOON Accuracy: 62.77. Result ID: 6a212f2bfbc373592c1c848b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of Clusters (M)":"2","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### IFCA Accuracy: 62.77. Result ID: 6a212f2bfbc373592c1c848e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Clusters (M)":"3","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 62.74. Result ID: 6a212f2bfbc373592c1c8482. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Clusters (M)":"2","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### IFCA Accuracy: 62.56. Result ID: 6a212f2bfbc373592c1c848d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Clusters (M)":"2","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FedProx Accuracy: 62.51. Result ID: 6a212f2bfbc373592c1c8486. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Clusters (M)":"3","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### MOON Accuracy: 62.51. Result ID: 6a212f2bfbc373592c1c848a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of Clusters (M)":"1 (no clustering)","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FedProx Accuracy: 62.35. Result ID: 6a212f2bfbc373592c1c8485. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Clusters (M)":"2","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FedProx Accuracy: 62.22. Result ID: 6a212f2bfbc373592c1c8484. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Clusters (M)":"1 (no clustering)","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 61.89. Result ID: 6a212f2bfbc373592c1c8481. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Clusters (M)":"1 (no clustering)","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Local Accuracy: 37.83. Result ID: 6a212f2bfbc373592c1c8480. [Reporting paper]() Recorded evaluation configuration: {"Number of Clusters (M)":"/","Backbone":"ResNet-18"}. This record does not assert independent reproduction. Page 1 of 1. 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