# Image Classification on Office-Home alpha=0.1 (test) Source: [Image Classification on Office-Home alpha=0.1 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-16T10:30:36.527Z Evaluation of Image Classification performance on the Office-Home dataset using the specific configuration defined by alpha=0.1 on the test split, reporting component accuracies (A, C, P, R) along with mean and standard deviation. 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 | Image Classification | | Dataset (including any stated split) | Office-Home alpha=0.1 (test) | | Metric | Accuracy (A) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 (A)](): Higher is better; unit: PERCENT. - [Accuracy (C)](): Higher is better; unit: PERCENT. - [Accuracy (P)](): Higher is better; unit: PERCENT. - [Accuracy (R)](): Higher is better; unit: PERCENT. - [Mean Accuracy](): Higher is better; unit: PERCENT. - [Std Dev Accuracy](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy (A) | Result date | Report paper | | --- | --- | --- | --- | | FedCGS + SLOT-Align | 80.66 | Not recorded | 6a30d8e6d33dfb23e783d059 | | FedCGS | 80.52 | Not recorded | 6a30d8e6d33dfb23e783d059 | | FedAvg | 76.95 | Not recorded | 6a30d8e6d33dfb23e783d059 | | FedPFT + SLOT-Align | 75.99 | Not recorded | 6a30d8e6d33dfb23e783d059 | | FedPFT | 67.99 | Not recorded | 6a30d8e6d33dfb23e783d059 | | O-FedAvg + SLOT-Align | 67.57 | Not recorded | 6a30d8e6d33dfb23e783d059 | | O-FedAvg | 66.09 | Not recorded | 6a30d8e6d33dfb23e783d059 | ### FedCGS + SLOT-Align Accuracy (A): 80.66. Result ID: 6a31256efbc373592c2e391e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Pre-training":"CLIP","Federated Learning Rounds":"One-shot","Alignment strength (tau)":"0.4"}. This record does not assert independent reproduction. ### FedCGS Accuracy (A): 80.52. Result ID: 6a31256efbc373592c2e391d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Pre-training":"CLIP","Federated Learning Rounds":"One-shot"}. This record does not assert independent reproduction. ### FedAvg Accuracy (A): 76.95. Result ID: 6a31256efbc373592c2e391a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Pre-training":"CLIP","Federated Learning Rounds":"Multi-round"}. This record does not assert independent reproduction. ### FedPFT + SLOT-Align Accuracy (A): 75.99. Result ID: 6a31256efbc373592c2e3920. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Pre-training":"CLIP","Federated Learning Rounds":"One-shot","Alignment strength (tau)":"0.4"}. This record does not assert independent reproduction. ### FedPFT Accuracy (A): 67.99. Result ID: 6a31256efbc373592c2e391f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Pre-training":"CLIP","Federated Learning Rounds":"One-shot"}. This record does not assert independent reproduction. ### O-FedAvg + SLOT-Align Accuracy (A): 67.57. Result ID: 6a31256efbc373592c2e391c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Pre-training":"CLIP","Federated Learning Rounds":"One-shot","Alignment strength (tau)":"0.4"}. This record does not assert independent reproduction. ### O-FedAvg Accuracy (A): 66.09. Result ID: 6a31256efbc373592c2e391b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Pre-training":"CLIP","Federated Learning Rounds":"One-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.