# Multi-label structural damage classification on xROAD 20-class setting 1.0 (test) Source: [Multi-label structural damage classification on xROAD 20-class setting 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-04T07:58:30.003Z Evaluation of Multi-label structural damage classification performance on the test split of the xROAD 20-class setting 1.0 dataset, reporting Accuracy, Precision, Recall, and F1. 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 20-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 | | --- | --- | --- | --- | | SCAFFOLD | 42.77 | Not recorded | 6a210658c10484bac23efe52 | | MOON | 42.3 | Not recorded | 6a210658c10484bac23efe52 | | Local | 41.44 | Not recorded | 6a210658c10484bac23efe52 | | Clustered-DRAPR | 40.74 | Not recorded | 6a210658c10484bac23efe52 | | IFCA | 40.7 | Not recorded | 6a210658c10484bac23efe52 | | FedProx | 40.69 | Not recorded | 6a210658c10484bac23efe52 | | Clustered-DRAPR | 40.66 | Not recorded | 6a210658c10484bac23efe52 | | FedProx | 40.53 | Not recorded | 6a210658c10484bac23efe52 | | IFCA | 40.52 | Not recorded | 6a210658c10484bac23efe52 | | MOON | 40.37 | Not recorded | 6a210658c10484bac23efe52 | | Clustered-DRAPR | 40.3 | Not recorded | 6a210658c10484bac23efe52 | | MOON | 40.25 | Not recorded | 6a210658c10484bac23efe52 | | FedProx | 39.98 | Not recorded | 6a210658c10484bac23efe52 | | FedAvg | 39.49 | Not recorded | 6a210658c10484bac23efe52 | | SCAFFOLD | 39.43 | Not recorded | 6a210658c10484bac23efe52 | | FedAvg | 39.24 | Not recorded | 6a210658c10484bac23efe52 | | FedAvg | 38.71 | Not recorded | 6a210658c10484bac23efe52 | | SCAFFOLD | 38.46 | Not recorded | 6a210658c10484bac23efe52 | ### SCAFFOLD Accuracy: 42.77. Result ID: 6a212f2bfbc373592c1c8499. [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. ### MOON Accuracy: 42.3. Result ID: 6a212f2bfbc373592c1c849e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of Clusters (M)":"3","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Local Accuracy: 41.44. Result ID: 6a212f2bfbc373592c1c8492. [Reporting paper]() Recorded evaluation configuration: {"Number of Clusters (M)":"/","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Clustered-DRAPR Accuracy: 40.74. Result ID: 6a212f2bfbc373592c1c84a2. [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: 40.7. Result ID: 6a212f2bfbc373592c1c849f. [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: 40.69. Result ID: 6a212f2bfbc373592c1c8498. [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: 40.66. Result ID: 6a212f2bfbc373592c1c84a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Clusters (M)":"3","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FedProx Accuracy: 40.53. Result ID: 6a212f2bfbc373592c1c8497. [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: 40.52. Result ID: 6a212f2bfbc373592c1c84a0. [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: 40.37. Result ID: 6a212f2bfbc373592c1c849d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of Clusters (M)":"2","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Clustered-DRAPR Accuracy: 40.3. Result ID: 6a212f2bfbc373592c1c84a1. [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. ### MOON Accuracy: 40.25. Result ID: 6a212f2bfbc373592c1c849c. [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: 39.98. Result ID: 6a212f2bfbc373592c1c8496. [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: 39.49. Result ID: 6a212f2bfbc373592c1c8495. [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: 39.43. Result ID: 6a212f2bfbc373592c1c849a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Clusters (M)":"2","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 39.24. Result ID: 6a212f2bfbc373592c1c8494. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Clusters (M)":"2","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 38.71. Result ID: 6a212f2bfbc373592c1c8493. [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: 38.46. Result ID: 6a212f2bfbc373592c1c849b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Clusters (M)":"3","Backbone":"ResNet-18"}. This record does not assert independent reproduction. Page 1 of 1. 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