# Image Classification on CIFAR10 IID (Accuracy, Loss, and Resource Utilization) Source: [Image Classification on CIFAR10 IID (Accuracy, Loss, and Resource Utilization)]() Collection index: [llms.txt]() Data updated: 2026-05-21T13:15:38.099Z Evaluation of Image Classification performance on the CIFAR-10 IID split, reporting standard accuracy, loss, and system resource consumption metrics (CPU, RAM, Communication). 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) | CIFAR10 IID | | 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. - [Loss](): Lower is better; unit: SCALAR. - [CPU Usage](): Lower is better; unit: SCALAR. - [RAM Usage](): Lower is better; unit: SIZE. - [Communication Volume](): Lower is better; unit: SIZE. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedAvg | 76.97 | Not recorded | 6a0e91c1f984739ed6738d79 | | Ditto | 75.68 | Not recorded | 6a0e91c1f984739ed6738d79 | | FedKD-NAS | 73.6 | Not recorded | 6a0e91c1f984739ed6738d79 | | FedMD | 71.87 | Not recorded | 6a0e91c1f984739ed6738d79 | | Local-KD | 70.26 | Not recorded | 6a0e91c1f984739ed6738d79 | | FedDistill | 69.95 | Not recorded | 6a0e91c1f984739ed6738d79 | | FedKD-NAS | 69.2 | Not recorded | 6a0e91c1f984739ed6738d79 | | FedAvg | 67.88 | Not recorded | 6a0e91c1f984739ed6738d79 | | Ditto | 65.27 | Not recorded | 6a0e91c1f984739ed6738d79 | | FedMD | 65.12 | Not recorded | 6a0e91c1f984739ed6738d79 | | Local-KD | 63.59 | Not recorded | 6a0e91c1f984739ed6738d79 | | FedDistill | 62 | Not recorded | 6a0e91c1f984739ed6738d79 | | FedDF | 50.96 | Not recorded | 6a0e91c1f984739ed6738d79 | | FedDF | 49.85 | Not recorded | 6a0e91c1f984739ed6738d79 | ### FedAvg Accuracy: 76.97. Result ID: 6a0f0461fbc373592c07c6bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### Ditto Accuracy: 75.68. Result ID: 6a0f0461fbc373592c07c6bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### FedKD-NAS Accuracy: 73.6. Result ID: 6a0f0461fbc373592c07c6c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ShuffleNetV2"}. This record does not assert independent reproduction. ### FedMD Accuracy: 71.87. Result ID: 6a0f0461fbc373592c07c6bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### Local-KD Accuracy: 70.26. Result ID: 6a0f0461fbc373592c07c6c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### FedDistill Accuracy: 69.95. Result ID: 6a0f0461fbc373592c07c6be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### FedKD-NAS Accuracy: 69.2. Result ID: 6a0f0461fbc373592c07c6c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MobileNetV2"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 67.88. Result ID: 6a0f0461fbc373592c07c6c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ShuffleNetV2"}. This record does not assert independent reproduction. ### Ditto Accuracy: 65.27. Result ID: 6a0f0461fbc373592c07c6c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ShuffleNetV2"}. This record does not assert independent reproduction. ### FedMD Accuracy: 65.12. Result ID: 6a0f0461fbc373592c07c6c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ShuffleNetV2"}. This record does not assert independent reproduction. ### Local-KD Accuracy: 63.59. Result ID: 6a0f0461fbc373592c07c6c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ShuffleNetV2"}. This record does not assert independent reproduction. ### FedDistill Accuracy: 62. Result ID: 6a0f0461fbc373592c07c6c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ShuffleNetV2"}. This record does not assert independent reproduction. ### FedDF Accuracy: 50.96. Result ID: 6a0f0461fbc373592c07c6c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ShuffleNetV2"}. This record does not assert independent reproduction. ### FedDF Accuracy: 49.85. Result ID: 6a0f0461fbc373592c07c6bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MobileNetV2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.