# Image Classification on ImageNette 10 cls, 9.5k (test) Source: [Image Classification on ImageNette 10 cls, 9.5k (test)]() Collection index: [llms.txt]() Data updated: 2026-07-09T07:45:54.638Z Evaluation of Image Classification performance on the 10-class, 9.5k test split of the ImageNette dataset, reporting 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) | ImageNette 10 cls, 9.5k (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedKT-CSD (DP) | 62.46 | Not recorded | 6a4f2b3432fb937314875db4 | | FedKT-CSD (DP) | 62.23 | Not recorded | 6a4f2b3432fb937314875db4 | | FedKT-CSD (DP) | 61.98 | Not recorded | 6a4f2b3432fb937314875db4 | | FedSD2C | 57.24 | Not recorded | 6a4f2b3432fb937314875db4 | | FedSD2C | 48.36 | Not recorded | 6a4f2b3432fb937314875db4 | | DENSE | 42.17 | Not recorded | 6a4f2b3432fb937314875db4 | | CoBoosting | 39.36 | Not recorded | 6a4f2b3432fb937314875db4 | | FedSD2C | 35.82 | Not recorded | 6a4f2b3432fb937314875db4 | | DENSE | 31.54 | Not recorded | 6a4f2b3432fb937314875db4 | | CoBoosting | 28.53 | Not recorded | 6a4f2b3432fb937314875db4 | | FedCVAE | 25.47 | Not recorded | 6a4f2b3432fb937314875db4 | | FedD3 | 24.18 | Not recorded | 6a4f2b3432fb937314875db4 | | DENSE | 21.63 | Not recorded | 6a4f2b3432fb937314875db4 | | FedCVAE | 21.38 | Not recorded | 6a4f2b3432fb937314875db4 | | FedD3 | 20.65 | Not recorded | 6a4f2b3432fb937314875db4 | | CoBoosting | 19.27 | Not recorded | 6a4f2b3432fb937314875db4 | | FedCVAE | 17.52 | Not recorded | 6a4f2b3432fb937314875db4 | | FedD3 | 16.83 | Not recorded | 6a4f2b3432fb937314875db4 | ### FedKT-CSD (DP) Accuracy: 62.46. Result ID: 6a4f51a660b88bb339e5328c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Partitioning":"Path."}. This record does not assert independent reproduction. ### FedKT-CSD (DP) Accuracy: 62.23. Result ID: 6a4f51a660b88bb339e5328a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Partitioning":"α=0.1"}. This record does not assert independent reproduction. ### FedKT-CSD (DP) Accuracy: 61.98. Result ID: 6a4f51a660b88bb339e5328b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Partitioning":"α=0.05"}. This record does not assert independent reproduction. ### FedSD2C Accuracy: 57.24. Result ID: 6a4f51a660b88bb339e5327b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Partitioning":"α=0.1"}. This record does not assert independent reproduction. ### FedSD2C Accuracy: 48.36. Result ID: 6a4f51a660b88bb339e5327c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Partitioning":"α=0.05"}. This record does not assert independent reproduction. ### DENSE Accuracy: 42.17. Result ID: 6a4f51a660b88bb339e5327e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Partitioning":"α=0.1"}. This record does not assert independent reproduction. ### CoBoosting Accuracy: 39.36. Result ID: 6a4f51a660b88bb339e53281. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Partitioning":"α=0.1"}. This record does not assert independent reproduction. ### FedSD2C Accuracy: 35.82. Result ID: 6a4f51a660b88bb339e5327d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Partitioning":"Path."}. This record does not assert independent reproduction. ### DENSE Accuracy: 31.54. Result ID: 6a4f51a660b88bb339e5327f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Partitioning":"α=0.05"}. This record does not assert independent reproduction. ### CoBoosting Accuracy: 28.53. Result ID: 6a4f51a660b88bb339e53282. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Partitioning":"α=0.05"}. This record does not assert independent reproduction. ### FedCVAE Accuracy: 25.47. Result ID: 6a4f51a660b88bb339e53287. [Reporting paper]() Recorded evaluation configuration: {"Data Partitioning":"α=0.1"}. This record does not assert independent reproduction. ### FedD3 Accuracy: 24.18. Result ID: 6a4f51a660b88bb339e53284. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Partitioning":"α=0.1"}. This record does not assert independent reproduction. ### DENSE Accuracy: 21.63. Result ID: 6a4f51a660b88bb339e53280. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Partitioning":"Path."}. This record does not assert independent reproduction. ### FedCVAE Accuracy: 21.38. Result ID: 6a4f51a660b88bb339e53288. [Reporting paper]() Recorded evaluation configuration: {"Data Partitioning":"α=0.05"}. This record does not assert independent reproduction. ### FedD3 Accuracy: 20.65. Result ID: 6a4f51a660b88bb339e53285. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Partitioning":"α=0.05"}. This record does not assert independent reproduction. ### CoBoosting Accuracy: 19.27. Result ID: 6a4f51a660b88bb339e53283. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Partitioning":"Path."}. This record does not assert independent reproduction. ### FedCVAE Accuracy: 17.52. Result ID: 6a4f51a660b88bb339e53289. [Reporting paper]() Recorded evaluation configuration: {"Data Partitioning":"Path."}. This record does not assert independent reproduction. ### FedD3 Accuracy: 16.83. Result ID: 6a4f51a660b88bb339e53286. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Partitioning":"Path."}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.