# Image Classification on CIFAR-100 30% symmetric label noise Source: [Image Classification on CIFAR-100 30% symmetric label noise]() Collection index: [llms.txt]() Data updated: 2026-04-23T11:28:28.964Z Evaluation of Image Classification performance on the CIFAR-100 dataset corrupted with exactly 30% symmetric label noise. 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 30% symmetric label noise | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 | | --- | --- | --- | --- | | FedSIR | 60.42 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedNoRo | 59.76 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedSIR | 59.74 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedSIR | 59.43 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedAvg | 58.81 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedELC | 58.65 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedNoRo | 58.59 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedProx | 58.41 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedELC | 58.02 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedELC | 57.91 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedProx | 57.72 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedProx | 57.55 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedNed | 57.53 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedAvg | 57.38 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedAvg | 57.36 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedNoRo | 56.9 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedNed | 56.47 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedNed | 56.18 | Not recorded | 69e9a7c255a3c32af89f72c2 | | RoFL | 54.62 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedCorr | 53.48 | Not recorded | 69e9a7c255a3c32af89f72c2 | | RoFL | 51.2 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedCorr | 50.85 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedCorr | 50.72 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedLSR | 49.61 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedLSR | 48.5 | Not recorded | 69e9a7c255a3c32af89f72c2 | | FedLSR | 47.55 | Not recorded | 69e9a7c255a3c32af89f72c2 | | RoFL | 46.77 | Not recorded | 69e9a7c255a3c32af89f72c2 | | RHFL | 29.16 | Not recorded | 69e9a7c255a3c32af89f72c2 | | RHFL | 21.47 | Not recorded | 69e9a7c255a3c32af89f72c2 | | RHFL | 18.64 | Not recorded | 69e9a7c255a3c32af89f72c2 | ### FedSIR Accuracy: 60.42. Result ID: 69ea023247f34ce924d23fd1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"2","# Clean Clients":"5"}. This record does not assert independent reproduction. ### FedNoRo Accuracy: 59.76. Result ID: 69ea023247f34ce924d23fd0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"2","# Clean Clients":"5"}. This record does not assert independent reproduction. ### FedSIR Accuracy: 59.74. Result ID: 69ea023247f34ce924d23fc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.5","# Clean Clients":"6"}. This record does not assert independent reproduction. ### FedSIR Accuracy: 59.43. Result ID: 69ea023247f34ce924d23fbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.3","# Clean Clients":"7"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 58.81. Result ID: 69ea023247f34ce924d23fc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"2","# Clean Clients":"5"}. This record does not assert independent reproduction. ### FedELC Accuracy: 58.65. Result ID: 69ea023247f34ce924d23fbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.3","# Clean Clients":"7"}. This record does not assert independent reproduction. ### FedNoRo Accuracy: 58.59. Result ID: 69ea023247f34ce924d23fc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.5","# Clean Clients":"6"}. This record does not assert independent reproduction. ### FedProx Accuracy: 58.41. Result ID: 69ea023247f34ce924d23fc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"2","# Clean Clients":"5"}. This record does not assert independent reproduction. ### FedELC Accuracy: 58.02. Result ID: 69ea023247f34ce924d23fcf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"2","# Clean Clients":"5"}. This record does not assert independent reproduction. ### FedELC Accuracy: 57.91. Result ID: 69ea023247f34ce924d23fc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.5","# Clean Clients":"6"}. This record does not assert independent reproduction. ### FedProx Accuracy: 57.72. Result ID: 69ea023247f34ce924d23fbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.5","# Clean Clients":"6"}. This record does not assert independent reproduction. ### FedProx Accuracy: 57.55. Result ID: 69ea023247f34ce924d23fb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.3","# Clean Clients":"7"}. This record does not assert independent reproduction. ### FedNed Accuracy: 57.53. Result ID: 69ea023247f34ce924d23fce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"2","# Clean Clients":"5"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 57.38. Result ID: 69ea023247f34ce924d23fbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.5","# Clean Clients":"6"}. This record does not assert independent reproduction. ### FedAvg Accuracy: 57.36. Result ID: 69ea023247f34ce924d23fb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.3","# Clean Clients":"7"}. This record does not assert independent reproduction. ### FedNoRo Accuracy: 56.9. Result ID: 69ea023247f34ce924d23fbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.3","# Clean Clients":"7"}. This record does not assert independent reproduction. ### FedNed Accuracy: 56.47. Result ID: 69ea023247f34ce924d23fc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.5","# Clean Clients":"6"}. This record does not assert independent reproduction. ### FedNed Accuracy: 56.18. Result ID: 69ea023247f34ce924d23fba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.3","# Clean Clients":"7"}. This record does not assert independent reproduction. ### RoFL Accuracy: 54.62. Result ID: 69ea023247f34ce924d23fca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"2","# Clean Clients":"5"}. This record does not assert independent reproduction. ### FedCorr Accuracy: 53.48. Result ID: 69ea023247f34ce924d23fcd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":"2","# Clean Clients":"5"}. This record does not assert independent reproduction. ### RoFL Accuracy: 51.2. Result ID: 69ea023247f34ce924d23fc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.5","# Clean Clients":"6"}. This record does not assert independent reproduction. ### FedCorr Accuracy: 50.85. Result ID: 69ea023247f34ce924d23fc3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":"0.5","# Clean Clients":"6"}. This record does not assert independent reproduction. ### FedCorr Accuracy: 50.72. Result ID: 69ea023247f34ce924d23fb9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"alpha":"0.3","# Clean Clients":"7"}. This record does not assert independent reproduction. ### FedLSR Accuracy: 49.61. Result ID: 69ea023247f34ce924d23fcc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"2","# Clean Clients":"5"}. This record does not assert independent reproduction. ### FedLSR Accuracy: 48.5. Result ID: 69ea023247f34ce924d23fc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.5","# Clean Clients":"6"}. This record does not assert independent reproduction. ### FedLSR Accuracy: 47.55. Result ID: 69ea023247f34ce924d23fb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.3","# Clean Clients":"7"}. This record does not assert independent reproduction. ### RoFL Accuracy: 46.77. Result ID: 69ea023247f34ce924d23fb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.3","# Clean Clients":"7"}. This record does not assert independent reproduction. ### RHFL Accuracy: 29.16. Result ID: 69ea023247f34ce924d23fcb. [Reporting paper]() Recorded evaluation configuration: {"alpha":"2","# Clean Clients":"5"}. This record does not assert independent reproduction. ### RHFL Accuracy: 21.47. Result ID: 69ea023247f34ce924d23fc1. [Reporting paper]() Recorded evaluation configuration: {"alpha":"0.5","# Clean Clients":"6"}. This record does not assert independent reproduction. ### RHFL Accuracy: 18.64. Result ID: 69ea023247f34ce924d23fb7. [Reporting paper]() Recorded evaluation configuration: {"alpha":"0.3","# Clean Clients":"7"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.