# Classification on Office-Home-LDS beta=0.1 (test) Source: [Classification on Office-Home-LDS beta=0.1 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:30.451Z Evaluation of classification performance on the test split of the Office-Home dataset under the Low-Data Setting (LDS) configuration with beta=0.1, reporting domain-specific accuracies, precision, recall, average, 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 | Classification | | Dataset (including any stated split) | Office-Home-LDS beta=0.1 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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. - [Class Accuracy](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. - [Std Dev](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedOPT | 79.01 | Not recorded | 68fa78581e209131cea77deb | | FedDyn | 78.88 | Not recorded | 68fa78581e209131cea77deb | | SCAFFOLD | 78.6 | Not recorded | 68fa78581e209131cea77deb | | FedAvg | 78.33 | Not recorded | 68fa78581e209131cea77deb | | FedNTD | 78.19 | Not recorded | 68fa78581e209131cea77deb | | FedProto | 78.05 | Not recorded | 68fa78581e209131cea77deb | | MOON | 72.02 | Not recorded | 68fa78581e209131cea77deb | | FedNTD | 69.68 | Not recorded | 68fa78581e209131cea77deb | | MOON | 69.27 | Not recorded | 68fa78581e209131cea77deb | | SCAFFOLD | 68.72 | Not recorded | 68fa78581e209131cea77deb | | FedProto | 65.84 | Not recorded | 68fa78581e209131cea77deb | | FedAvg | 65.29 | Not recorded | 68fa78581e209131cea77deb | | FedOPT | 58.44 | Not recorded | 68fa78581e209131cea77deb | | FedDyn | 58.3 | Not recorded | 68fa78581e209131cea77deb | ### FedOPT Accuracy: 79.01. Result ID: 699586c83badfaffe67fb323. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP+MLP","GGEUR Integration":true}. This record does not assert independent reproduction. ### FedDyn Accuracy: 78.88. Result ID: 699586c83badfaffe67fb321. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP+MLP","GGEUR Integration":true}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 78.6. Result ID: 699586c83badfaffe67fb31d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP+MLP","GGEUR Integration":true}. This record does not assert independent reproduction. ### FedAvg Accuracy: 78.33. Result ID: 699586c83badfaffe67fb31b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP+MLP","GGEUR Integration":true}. This record does not assert independent reproduction. ### FedNTD Accuracy: 78.19. Result ID: 699586c83badfaffe67fb327. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP+MLP","GGEUR Integration":true}. This record does not assert independent reproduction. ### FedProto Accuracy: 78.05. Result ID: 699586c83badfaffe67fb325. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP+MLP","GGEUR Integration":true}. This record does not assert independent reproduction. ### MOON Accuracy: 72.02. Result ID: 699586c83badfaffe67fb31f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP+MLP","GGEUR Integration":true}. This record does not assert independent reproduction. ### FedNTD Accuracy: 69.68. Result ID: 699586c83badfaffe67fb326. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP+MLP","GGEUR Integration":false}. This record does not assert independent reproduction. ### MOON Accuracy: 69.27. Result ID: 699586c83badfaffe67fb31e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP+MLP","GGEUR Integration":false}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 68.72. Result ID: 699586c83badfaffe67fb31c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP+MLP","GGEUR Integration":false}. This record does not assert independent reproduction. ### FedProto Accuracy: 65.84. Result ID: 699586c83badfaffe67fb324. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP+MLP","GGEUR Integration":false}. This record does not assert independent reproduction. ### FedAvg Accuracy: 65.29. Result ID: 699586c83badfaffe67fb31a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP+MLP","GGEUR Integration":false}. This record does not assert independent reproduction. ### FedOPT Accuracy: 58.44. Result ID: 699586c83badfaffe67fb322. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP+MLP","GGEUR Integration":false}. This record does not assert independent reproduction. ### FedDyn Accuracy: 58.3. Result ID: 699586c83badfaffe67fb320. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP+MLP","GGEUR Integration":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.