# Image Classification on Tiny-ImageNet Non-IID-2 (s=5) Source: [Image Classification on Tiny-ImageNet Non-IID-2 (s=5)]() Collection index: [llms.txt]() Data updated: 2026-03-04T10:03:05.141Z Evaluation of Image Classification performance on the specific Non-IID-2 split of TinyImageNet, characterized by the parameter s=5, measured by Top-1 Accuracy. 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) | Tiny-ImageNet Non-IID-2, s = 5 | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DeepAFL | 62.35 | Not recorded | 69a66bcb2d603e6de3e3cb9f | | DeepAFL | 61.37 | Not recorded | 69a66bcb2d603e6de3e3cb9f | | DeepAFL | 60.31 | Not recorded | 69a66bcb2d603e6de3e3cb9f | | AFL | 54.67 | Not recorded | 69a66bcb2d603e6de3e3cb9f | | FedDyn | 35.18 | Not recorded | 69a66bcb2d603e6de3e3cb9f | | FedAvg | 29.66 | Not recorded | 69a66bcb2d603e6de3e3cb9f | | FedGen | 29.37 | Not recorded | 69a66bcb2d603e6de3e3cb9f | | MOON | 29.24 | Not recorded | 69a66bcb2d603e6de3e3cb9f | | FedProx | 29.17 | Not recorded | 69a66bcb2d603e6de3e3cb9f | | FedNTD | 29.01 | Not recorded | 69a66bcb2d603e6de3e3cb9f | | FedDisco | 27.72 | Not recorded | 69a66bcb2d603e6de3e3cb9f | ### DeepAFL Top-1 Accuracy: 62.35. Result ID: 69a8034c6dbb7075b94d57d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T":"20"}. This record does not assert independent reproduction. ### DeepAFL Top-1 Accuracy: 61.37. Result ID: 69a8034c6dbb7075b94d57d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T":"10"}. This record does not assert independent reproduction. ### DeepAFL Top-1 Accuracy: 60.31. Result ID: 69a8034c6dbb7075b94d57d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T":"5"}. This record does not assert independent reproduction. ### AFL Top-1 Accuracy: 54.67. Result ID: 69a8034c6dbb7075b94d57d6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedDyn Top-1 Accuracy: 35.18. Result ID: 69a8034c6dbb7075b94d57d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedAvg Top-1 Accuracy: 29.66. Result ID: 69a8034c6dbb7075b94d57cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedGen Top-1 Accuracy: 29.37. Result ID: 69a8034c6dbb7075b94d57d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MOON Top-1 Accuracy: 29.24. Result ID: 69a8034c6dbb7075b94d57d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedProx Top-1 Accuracy: 29.17. Result ID: 69a8034c6dbb7075b94d57d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedNTD Top-1 Accuracy: 29.01. Result ID: 69a8034c6dbb7075b94d57d4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FedDisco Top-1 Accuracy: 27.72. Result ID: 69a8034c6dbb7075b94d57d5. [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.