# Image Classification on Office-Home alpha=0.01 Source: [Image Classification on Office-Home alpha=0.01]() Collection index: [llms.txt]() Data updated: 2026-06-16T10:30:36.408Z Evaluation of Image Classification performance on the Office-Home dataset under the specific configuration defined by alpha=0.01, reporting mean accuracy and standard deviation across key metrics (A, C, P, R). 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=0.01 | | Metric | Accuracy (A) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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: SCALAR. ## Recorded results | Method | Accuracy (A) | Result date | Report paper | | --- | --- | --- | --- | | FedCGS + SLOT | 72.29 | Not recorded | 6a30d8e6d33dfb23e783d059 | | FedPFT + SLOT | 70.69 | Not recorded | 6a30d8e6d33dfb23e783d059 | | FedCGS | 68.59 | Not recorded | 6a30d8e6d33dfb23e783d059 | | O-FedAvg + SLOT | 66.44 | Not recorded | 6a30d8e6d33dfb23e783d059 | | FedPFT | 61.5 | Not recorded | 6a30d8e6d33dfb23e783d059 | | O-FedAvg | 58.07 | Not recorded | 6a30d8e6d33dfb23e783d059 | ### FedCGS + SLOT Accuracy (A): 72.29. Result ID: 6a31256efbc373592c2e390b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Alignment":"SLOT"}. This record does not assert independent reproduction. ### FedPFT + SLOT Accuracy (A): 70.69. Result ID: 6a31256efbc373592c2e390d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Alignment":"SLOT"}. This record does not assert independent reproduction. ### FedCGS Accuracy (A): 68.59. Result ID: 6a31256efbc373592c2e390a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### O-FedAvg + SLOT Accuracy (A): 66.44. Result ID: 6a31256efbc373592c2e3909. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Alignment":"SLOT"}. This record does not assert independent reproduction. ### FedPFT Accuracy (A): 61.5. Result ID: 6a31256efbc373592c2e390c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### O-FedAvg Accuracy (A): 58.07. Result ID: 6a31256efbc373592c2e3908. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.