# Image Classification on CIFAR-100 (test) (Alpha Accuracy Profile) Source: [Image Classification on CIFAR-100 (test) (Alpha Accuracy Profile)]() Collection index: [llms.txt]() Data updated: 2026-04-20T08:17:20.661Z Evaluation of Image Classification performance on the CIFAR-100 test set, reporting accuracy metrics calculated using specific alpha weighting factors (alpha=0.1, 0.5, 1.0). 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 (test) | | Metric | Accuracy (alpha=0.1) | | 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 (alpha=0.1)](): Higher is better; unit: PERCENT. - [Accuracy (alpha=0.5)](): Higher is better; unit: PERCENT. - [Accuracy (alpha=1.0)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (alpha=0.1) | Result date | Report paper | | --- | --- | --- | --- | | FedTSP-CLIP-FT | 62.3 | Not recorded | 68fa77781e209131cea735c9 | | FedTSP-BERT-FT | 61.05 | Not recorded | 68fa77781e209131cea735c9 | | FedBABU-FT | 60.1 | Not recorded | 68fa77781e209131cea735c9 | | FedAvg-FT | 60.08 | Not recorded | 68fa77781e209131cea735c9 | | FedPAC | 58.19 | Not recorded | 68fa77781e209131cea735c9 | | FedETF-Per | 57 | Not recorded | 68fa77781e209131cea735c9 | | FedFA-FT | 42.62 | Not recorded | 68fa77781e209131cea735c9 | | FedPCL | 42.61 | Not recorded | 68fa77781e209131cea735c9 | | FedTSP-CLIP | 37.98 | Not recorded | 68fa77781e209131cea735c9 | | FedTSP-BERT | 37.27 | Not recorded | 68fa77781e209131cea735c9 | | FedBABU | 36.37 | Not recorded | 68fa77781e209131cea735c9 | | FedFA | 35.16 | Not recorded | 68fa77781e209131cea735c9 | | FedAvg | 34.47 | Not recorded | 68fa77781e209131cea735c9 | | FedETF | 33.84 | Not recorded | 68fa77781e209131cea735c9 | ### FedTSP-CLIP-FT Accuracy (alpha=0.1): 62.3. Result ID: 69e5e10c47f34ce924cbf7a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Personalized Federated Learning","Encoder":"CLIP","fine-tuning":"true"}. This record does not assert independent reproduction. ### FedTSP-BERT-FT Accuracy (alpha=0.1): 61.05. Result ID: 69e5e10c47f34ce924cbf7a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Personalized Federated Learning","Encoder":"BERT","fine-tuning":"true"}. This record does not assert independent reproduction. ### FedBABU-FT Accuracy (alpha=0.1): 60.1. Result ID: 69e5e10c47f34ce924cbf79e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Personalized Federated Learning","fine-tuning":"true"}. This record does not assert independent reproduction. ### FedAvg-FT Accuracy (alpha=0.1): 60.08. Result ID: 69e5e10c47f34ce924cbf79d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Personalized Federated Learning","fine-tuning":"true"}. This record does not assert independent reproduction. ### FedPAC Accuracy (alpha=0.1): 58.19. Result ID: 69e5e10c47f34ce924cbf7a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Personalized Federated Learning"}. This record does not assert independent reproduction. ### FedETF-Per Accuracy (alpha=0.1): 57. Result ID: 69e5e10c47f34ce924cbf79f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Personalized Federated Learning","personalization":"true"}. This record does not assert independent reproduction. ### FedFA-FT Accuracy (alpha=0.1): 42.62. Result ID: 69e5e10c47f34ce924cbf7a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Personalized Federated Learning","fine-tuning":"true"}. This record does not assert independent reproduction. ### FedPCL Accuracy (alpha=0.1): 42.61. Result ID: 69e5e10c47f34ce924cbf7a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"Personalized Federated Learning"}. This record does not assert independent reproduction. ### FedTSP-CLIP Accuracy (alpha=0.1): 37.98. Result ID: 69e5e10c47f34ce924cbf79b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"General Federated Learning","Encoder":"CLIP"}. This record does not assert independent reproduction. ### FedTSP-BERT Accuracy (alpha=0.1): 37.27. Result ID: 69e5e10c47f34ce924cbf79c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"General Federated Learning","Encoder":"BERT"}. This record does not assert independent reproduction. ### FedBABU Accuracy (alpha=0.1): 36.37. Result ID: 69e5e10c47f34ce924cbf798. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"General Federated Learning"}. This record does not assert independent reproduction. ### FedFA Accuracy (alpha=0.1): 35.16. Result ID: 69e5e10c47f34ce924cbf79a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"General Federated Learning"}. This record does not assert independent reproduction. ### FedAvg Accuracy (alpha=0.1): 34.47. Result ID: 69e5e10c47f34ce924cbf797. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"General Federated Learning"}. This record does not assert independent reproduction. ### FedETF Accuracy (alpha=0.1): 33.84. Result ID: 69e5e10c47f34ce924cbf799. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"General Federated Learning"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.