# Image Classification on CIFAR100-PAM Source: [Image Classification on CIFAR100-PAM]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:24.834Z Evaluation of Image Classification performance on the CIFAR100-PAM dataset. 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) | CIFAR100-PAM | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 21 of 21 | | 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 | | --- | --- | --- | --- | | FedSAM | 55.44 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedSAM | 54.67 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedASAM | 54.29 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedASAM | 54.25 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedASAM | 53.5 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedSAM | 53.41 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedSAM | 53.1 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedSAM | 52.96 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedAvg | 52.7 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedASAM | 52 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedSAM | 51.92 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedASAM | 51.1 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedSAM | 50.71 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedAvg | 50.28 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedASAM | 49.31 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedASAM | 47.21 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedAvg | 47.03 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedAvg | 46.6 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedAvg | 46.51 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedAvg | 45.83 | Not recorded | 68fa6d1a1e209131cea37c1a | | FedAvg | 43.47 | Not recorded | 68fa6d1a1e209131cea37c1a | ### FedSAM Accuracy: 55.44. Result ID: 698f7eab3a6c314849f9499d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"None","Local Epochs (E)":1,"Number of clients":20,"Stochastic Weight Averaging":true}. This record does not assert independent reproduction. ### FedSAM Accuracy: 54.67. Result ID: 698f7eab3a6c314849f949a6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"None","Local Epochs (E)":1,"Number of clients":10,"Stochastic Weight Averaging":true}. This record does not assert independent reproduction. ### FedASAM Accuracy: 54.29. Result ID: 698f7eab3a6c314849f949a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"None","Local Epochs (E)":1,"Number of clients":10,"Stochastic Weight Averaging":true}. This record does not assert independent reproduction. ### FedASAM Accuracy: 54.25. Result ID: 698f7eab3a6c314849f949a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"None","Local Epochs (E)":1,"Number of clients":20,"Stochastic Weight Averaging":true}. This record does not assert independent reproduction. ### FedASAM Accuracy: 53.5. Result ID: 698f7eab3a6c314849f949a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"None","Local Epochs (E)":1,"Number of clients":10,"Training Rounds":"10k","Stochastic Weight Averaging":false}. This record does not assert independent reproduction. ### FedSAM Accuracy: 53.41. Result ID: 698f7eab3a6c314849f949a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"None","Local Epochs (E)":1,"Number of clients":10,"Training Rounds":"10k","Stochastic Weight Averaging":false}. This record does not assert independent reproduction. ### FedSAM Accuracy: 53.1. Result ID: 698f7eab3a6c314849f9499c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"None","Local Epochs (E)":1,"Number of clients":20,"Training Rounds":"10k","Stochastic Weight Averaging":false}. This record does not assert independent reproduction. ### FedSAM Accuracy: 52.96. Result ID: 698f7eab3a6c314849f949a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"None","Local Epochs (E)":1,"Number of clients":10,"Training Rounds":"5k","Stochastic Weight Averaging":false}. This record does not assert independent reproduction. ### FedAvg Accuracy: 52.7. Result ID: 698f7eab3a6c314849f9499a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"None","Local Epochs (E)":1,"Number of clients":20,"Stochastic Weight Averaging":true}. This record does not assert independent reproduction. ### FedASAM Accuracy: 52. Result ID: 698f7eab3a6c314849f949ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"Mixup","Local Epochs (E)":2,"Number of clients":10,"Stochastic Weight Averaging":true}. This record does not assert independent reproduction. ### FedSAM Accuracy: 51.92. Result ID: 698f7eab3a6c314849f949ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"Cutout","Local Epochs (E)":1,"Number of clients":20,"Training Rounds":"10k","Stochastic Weight Averaging":false}. This record does not assert independent reproduction. ### FedASAM Accuracy: 51.1. Result ID: 698f7eab3a6c314849f9499f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"None","Local Epochs (E)":1,"Number of clients":20,"Training Rounds":"10k","Stochastic Weight Averaging":false}. This record does not assert independent reproduction. ### FedSAM Accuracy: 50.71. Result ID: 698f7eab3a6c314849f9499b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"None","Local Epochs (E)":1,"Number of clients":20,"Training Rounds":"5k","Stochastic Weight Averaging":false}. This record does not assert independent reproduction. ### FedAvg Accuracy: 50.28. Result ID: 698f7eab3a6c314849f949a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"None","Local Epochs (E)":1,"Number of clients":10,"Stochastic Weight Averaging":true}. This record does not assert independent reproduction. ### FedASAM Accuracy: 49.31. Result ID: 698f7eab3a6c314849f9499e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"None","Local Epochs (E)":1,"Number of clients":20,"Training Rounds":"5k","Stochastic Weight Averaging":false}. This record does not assert independent reproduction. ### FedASAM Accuracy: 47.21. Result ID: 698f7eab3a6c314849f949a7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"None","Local Epochs (E)":1,"Number of clients":10,"Training Rounds":"5k","Stochastic Weight Averaging":false}. This record does not assert independent reproduction. ### FedAvg Accuracy: 47.03. Result ID: 698f7eab3a6c314849f94999. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"None","Local Epochs (E)":1,"Number of clients":20,"Training Rounds":"10k","Stochastic Weight Averaging":false}. This record does not assert independent reproduction. ### FedAvg Accuracy: 46.6. Result ID: 698f7eab3a6c314849f94998. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"None","Local Epochs (E)":1,"Number of clients":20,"Training Rounds":"5k","Stochastic Weight Averaging":false}. This record does not assert independent reproduction. ### FedAvg Accuracy: 46.51. Result ID: 698f7eab3a6c314849f949a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"None","Local Epochs (E)":1,"Number of clients":10,"Training Rounds":"5k","Stochastic Weight Averaging":false}. This record does not assert independent reproduction. ### FedAvg Accuracy: 45.83. Result ID: 698f7eab3a6c314849f949a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"None","Local Epochs (E)":1,"Number of clients":10,"Training Rounds":"10k","Stochastic Weight Averaging":false}. This record does not assert independent reproduction. ### FedAvg Accuracy: 43.47. Result ID: 698f7eab3a6c314849f949aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Augmentation":"Cutout","Local Epochs (E)":1,"Number of clients":20,"Training Rounds":"5k","Stochastic Weight Averaging":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.