# Image Classification on SVHN (Alpha-Weighted Accuracy Metrics) Source: [Image Classification on SVHN (Alpha-Weighted Accuracy Metrics)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:52.803Z Evaluation of Image Classification performance on the SVHN dataset, reporting accuracy metrics weighted by specific alpha parameters (0.1, 0.3, 0.5), typically used in calibration or uncertainty analysis. 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) | SVHN | | Metric | Acc (alpha=0.1) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Acc (alpha=0.1)](): Higher is better; unit: PERCENT. - [Acc (alpha=0.3)](): Higher is better; unit: PERCENT. - [Acc (alpha=0.5)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Acc (alpha=0.1) | Result date | Report paper | | --- | --- | --- | --- | | FuseFL | 80.31 | Not recorded | 68fa75721e209131cea67fa7 | | FuseFL | 78.08 | Not recorded | 68fa75721e209131cea67fa7 | | FuseFL | 76.88 | Not recorded | 68fa75721e209131cea67fa7 | | Ensemble | 65.29 | Not recorded | 68fa75721e209131cea67fa7 | | DENSE | 55.34 | Not recorded | 68fa75721e209131cea67fa7 | | Fed-ADI | 53.45 | Not recorded | 68fa75721e209131cea67fa7 | | Fed-DAFL | 53.23 | Not recorded | 68fa75721e209131cea67fa7 | | FedDF | 49.13 | Not recorded | 68fa75721e209131cea67fa7 | | FedAvg | 31.65 | Not recorded | 68fa75721e209131cea67fa7 | ### FuseFL Acc (alpha=0.1): 80.31. Result ID: 6993bf143a6c314849183c9a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K (number of splitted blocks)":8,"Communication rounds":8}. This record does not assert independent reproduction. ### FuseFL Acc (alpha=0.1): 78.08. Result ID: 6993bf143a6c314849183c99. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K (number of splitted blocks)":4,"Communication rounds":4}. This record does not assert independent reproduction. ### FuseFL Acc (alpha=0.1): 76.88. Result ID: 6993bf143a6c314849183c98. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K (number of splitted blocks)":2,"Communication rounds":2}. This record does not assert independent reproduction. ### Ensemble Acc (alpha=0.1): 65.29. Result ID: 6993bf143a6c314849183c97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication rounds":1}. This record does not assert independent reproduction. ### DENSE Acc (alpha=0.1): 55.34. Result ID: 6993bf143a6c314849183c96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication rounds":1}. This record does not assert independent reproduction. ### Fed-ADI Acc (alpha=0.1): 53.45. Result ID: 6993bf143a6c314849183c95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication rounds":1}. This record does not assert independent reproduction. ### Fed-DAFL Acc (alpha=0.1): 53.23. Result ID: 6993bf143a6c314849183c94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication rounds":1}. This record does not assert independent reproduction. ### FedDF Acc (alpha=0.1): 49.13. Result ID: 6993bf143a6c314849183c93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication rounds":1}. This record does not assert independent reproduction. ### FedAvg Acc (alpha=0.1): 31.65. Result ID: 6993bf143a6c314849183c92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Communication rounds":1}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.