# Image Classification on TinyImageNet Long-tail NID10.5 (test) Source: [Image Classification on TinyImageNet Long-tail NID10.5 (test)]() Collection index: [llms.txt]() Data updated: 2026-05-14T09:35:54.600Z Evaluation of Image Classification performance on the test split of the TinyImageNet Long-tail NID10.5 configuration, reporting accuracy metrics based on different rho thresholds (10, 50, 100). 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) | TinyImageNet Long-tail NID10.5 (test) | | Metric | Accuracy (rho=10) | | 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 - [Accuracy (rho=10)](): Higher is better; unit: PERCENT. - [Accuracy (rho=50)](): Higher is better; unit: PERCENT. - [Accuracy (rho=100)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (rho=10) | Result date | Report paper | | --- | --- | --- | --- | | FedHPro | 37.72 | Not recorded | 6a05574edbc836b87d828fae | | FedSA | 36.58 | Not recorded | 6a05574edbc836b87d828fae | | FedRCL | 36.1 | Not recorded | 6a05574edbc836b87d828fae | | FedGMKD | 35.74 | Not recorded | 6a05574edbc836b87d828fae | | FedTGP | 35.51 | Not recorded | 6a05574edbc836b87d828fae | | MOON | 35.29 | Not recorded | 6a05574edbc836b87d828fae | | FedProx | 34.93 | Not recorded | 6a05574edbc836b87d828fae | | FedAvg | 34.89 | Not recorded | 6a05574edbc836b87d828fae | | FedProto | 34.4 | Not recorded | 6a05574edbc836b87d828fae | ### FedHPro Accuracy (rho=10): 37.72. Result ID: 6a05960647f34ce924ecec1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prototype and Model Exchange":"False","Quantity Skew configuration":"NID10.5"}. This record does not assert independent reproduction. ### FedSA Accuracy (rho=10): 36.58. Result ID: 6a05960647f34ce924ecec1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prototype and Model Exchange":"True","Quantity Skew configuration":"NID10.5"}. This record does not assert independent reproduction. ### FedRCL Accuracy (rho=10): 36.1. Result ID: 6a05960647f34ce924ecec1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prototype and Model Exchange":"False","Quantity Skew configuration":"NID10.5"}. This record does not assert independent reproduction. ### FedGMKD Accuracy (rho=10): 35.74. Result ID: 6a05960647f34ce924ecec1b. [Reporting paper]() Recorded evaluation configuration: {"Prototype and Model Exchange":"False","Quantity Skew configuration":"NID10.5"}. This record does not assert independent reproduction. ### FedTGP Accuracy (rho=10): 35.51. Result ID: 6a05960647f34ce924ecec1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prototype and Model Exchange":"True","Quantity Skew configuration":"NID10.5"}. This record does not assert independent reproduction. ### MOON Accuracy (rho=10): 35.29. Result ID: 6a05960647f34ce924ecec18. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prototype and Model Exchange":"False","Quantity Skew configuration":"NID10.5"}. This record does not assert independent reproduction. ### FedProx Accuracy (rho=10): 34.93. Result ID: 6a05960647f34ce924ecec17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prototype and Model Exchange":"False","Quantity Skew configuration":"NID10.5"}. This record does not assert independent reproduction. ### FedAvg Accuracy (rho=10): 34.89. Result ID: 6a05960647f34ce924ecec16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prototype and Model Exchange":"False","Quantity Skew configuration":"NID10.5"}. This record does not assert independent reproduction. ### FedProto Accuracy (rho=10): 34.4. Result ID: 6a05960647f34ce924ecec19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prototype and Model Exchange":"True","Quantity Skew configuration":"NID10.5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.