# Image Classification on CIFAR-100 (Time and Traffic) Source: [Image Classification on CIFAR-100 (Time and Traffic)]() Collection index: [llms.txt]() Data updated: 2026-06-17T06:21:02.909Z Evaluation of Image Classification performance on the CIFAR-100 dataset, focusing on execution time and data transfer volume (traffic). 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) | CIFAR-100 | | Metric | Time (s) | | Unit | TIME | | Direction | Lower is better | | Results loaded | 6 of 6 | | 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 - [Time (s)](): Lower is better; unit: TIME. - [Traffic (MB)](): Lower is better; unit: SIZE. ## Recorded results | Method | Time (s) | Result date | Report paper | | --- | --- | --- | --- | | HeteRo-Select | 4549 | Not recorded | 68fa7a7e1e209131cea8378a | | FedCG | 10069 | Not recorded | 68fa7a7e1e209131cea8378a | | FlexCom | 17726 | Not recorded | 68fa7a7e1e209131cea8378a | | AdaSample | 19723 | Not recorded | 68fa7a7e1e209131cea8378a | | OptRate | 24521 | Not recorded | 68fa7a7e1e209131cea8378a | | FedAvg | 35048 | Not recorded | 68fa7a7e1e209131cea8378a | ### HeteRo-Select Time (s): 4549. Result ID: 6a323c0cfbc373592c2ef40e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-9","Evaluation Protocol":"Cumulative at Round 100","Statistics":"mean ± std (3 seeds)"}. This record does not assert independent reproduction. ### FedCG Time (s): 10069. Result ID: 6a323c0cfbc373592c2ef40d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-9","Evaluation Protocol":"Cumulative at Round 100"}. This record does not assert independent reproduction. ### FlexCom Time (s): 17726. Result ID: 6a323c0cfbc373592c2ef40b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-9","Evaluation Protocol":"Cumulative at Round 100"}. This record does not assert independent reproduction. ### AdaSample Time (s): 19723. Result ID: 6a323c0cfbc373592c2ef40c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-9","Evaluation Protocol":"Cumulative at Round 100"}. This record does not assert independent reproduction. ### OptRate Time (s): 24521. Result ID: 6a323c0cfbc373592c2ef40a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-9","Evaluation Protocol":"Cumulative at Round 100"}. This record does not assert independent reproduction. ### FedAvg Time (s): 35048. Result ID: 6a323c0cfbc373592c2ef409. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-9","Evaluation Protocol":"Cumulative at Round 100"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.