# Image Classification on CIFAR-10 (test) (Baseline Accuracy) Source: [Image Classification on CIFAR-10 (test) (Baseline Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-04-16T07:33:49.573Z Evaluation of standard Image Classification model performance on the CIFAR-10 test set, reporting only the clean classification accuracy. 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-10 (test) | | Metric | Test Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 35 of 35 | | 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 - [Test Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Test Accuracy | Result date | Report paper | | --- | --- | --- | --- | | GL-BMF | 74.78 | Not recorded | 69e06d217d0172140ec7cb35 | | GL-BMF | 74.59 | Not recorded | 69e06d217d0172140ec7cb35 | | G-BMF | 74.41 | Not recorded | 69e06d217d0172140ec7cb35 | | G-BMF | 74.25 | Not recorded | 69e06d217d0172140ec7cb35 | | GL-BMF | 74.09 | Not recorded | 69e06d217d0172140ec7cb35 | | G-Shuff | 73.88 | Not recorded | 69e06d217d0172140ec7cb35 | | G-BMF | 73.63 | Not recorded | 69e06d217d0172140ec7cb35 | | G-Shuff | 72.89 | Not recorded | 69e06d217d0172140ec7cb35 | | G-Shuff | 71.93 | Not recorded | 69e06d217d0172140ec7cb35 | | GL-BMF | 71.23 | Not recorded | 69e06d217d0172140ec7cb35 | | G-BMF | 70.66 | Not recorded | 69e06d217d0172140ec7cb35 | | G-Shuff | 69.09 | Not recorded | 69e06d217d0172140ec7cb35 | | GL-BMF | 66.61 | Not recorded | 69e06d217d0172140ec7cb35 | | GL-BMF | 65.97 | Not recorded | 69e06d217d0172140ec7cb35 | | G-BMF | 65.85 | Not recorded | 69e06d217d0172140ec7cb35 | | GL-BMF | 65.32 | Not recorded | 69e06d217d0172140ec7cb35 | | G-BMF | 65.14 | Not recorded | 69e06d217d0172140ec7cb35 | | G-BMF | 64.42 | Not recorded | 69e06d217d0172140ec7cb35 | | G-Shuff | 63.71 | Not recorded | 69e06d217d0172140ec7cb35 | | GL-BMF | 62.29 | Not recorded | 69e06d217d0172140ec7cb35 | | G-BMF | 61.47 | Not recorded | 69e06d217d0172140ec7cb35 | | GL-BMF | 56.26 | Not recorded | 69e06d217d0172140ec7cb35 | | G-BMF | 55.16 | Not recorded | 69e06d217d0172140ec7cb35 | | GL-BMF | 51.32 | Not recorded | 69e06d217d0172140ec7cb35 | | G-BMF | 49.14 | Not recorded | 69e06d217d0172140ec7cb35 | | LDP-GL | 28.89 | Not recorded | 69e06d217d0172140ec7cb35 | | LDP-G | 28.16 | Not recorded | 69e06d217d0172140ec7cb35 | | LDP-GL | 24.51 | Not recorded | 69e06d217d0172140ec7cb35 | | LDP-G | 23.97 | Not recorded | 69e06d217d0172140ec7cb35 | | LDP-GL | 17.14 | Not recorded | 69e06d217d0172140ec7cb35 | | LDP-G | 16.69 | Not recorded | 69e06d217d0172140ec7cb35 | | LDP-GL | 11.36 | Not recorded | 69e06d217d0172140ec7cb35 | | LDP-G | 11.14 | Not recorded | 69e06d217d0172140ec7cb35 | | LDP-GL | 10.56 | Not recorded | 69e06d217d0172140ec7cb35 | | LDP-G | 10.29 | Not recorded | 69e06d217d0172140ec7cb35 | ### GL-BMF Test Accuracy: 74.78. Result ID: 69e090c047f34ce924c97e0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1","Privacy budget (ε)":"10","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### GL-BMF Test Accuracy: 74.59. Result ID: 69e090c047f34ce924c97e0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1","Privacy budget (ε)":"8","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### G-BMF Test Accuracy: 74.41. Result ID: 69e090c047f34ce924c97e01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1","Privacy budget (ε)":"10","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### G-BMF Test Accuracy: 74.25. Result ID: 69e090c047f34ce924c97e00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1","Privacy budget (ε)":"8","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### GL-BMF Test Accuracy: 74.09. Result ID: 69e090c047f34ce924c97e09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1","Privacy budget (ε)":"5","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### G-Shuff Test Accuracy: 73.88. Result ID: 69e090c047f34ce924c97dfc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy budget (ε)":"10","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### G-BMF Test Accuracy: 73.63. Result ID: 69e090c047f34ce924c97dff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1","Privacy budget (ε)":"5","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### G-Shuff Test Accuracy: 72.89. Result ID: 69e090c047f34ce924c97dfb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy budget (ε)":"8","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### G-Shuff Test Accuracy: 71.93. Result ID: 69e090c047f34ce924c97dfa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy budget (ε)":"5","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### GL-BMF Test Accuracy: 71.23. Result ID: 69e090c047f34ce924c97e08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1","Privacy budget (ε)":"2","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### G-BMF Test Accuracy: 70.66. Result ID: 69e090c047f34ce924c97dfe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1","Privacy budget (ε)":"2","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### G-Shuff Test Accuracy: 69.09. Result ID: 69e090c047f34ce924c97df9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy budget (ε)":"2","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### GL-BMF Test Accuracy: 66.61. Result ID: 69e090c047f34ce924c97e10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2","Privacy budget (ε)":"10","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### GL-BMF Test Accuracy: 65.97. Result ID: 69e090c047f34ce924c97e07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1","Privacy budget (ε)":"1","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### G-BMF Test Accuracy: 65.85. Result ID: 69e090c047f34ce924c97e06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2","Privacy budget (ε)":"10","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### GL-BMF Test Accuracy: 65.32. Result ID: 69e090c047f34ce924c97e0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2","Privacy budget (ε)":"8","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### G-BMF Test Accuracy: 65.14. Result ID: 69e090c047f34ce924c97dfd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"1","Privacy budget (ε)":"1","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### G-BMF Test Accuracy: 64.42. Result ID: 69e090c047f34ce924c97e05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2","Privacy budget (ε)":"8","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### G-Shuff Test Accuracy: 63.71. Result ID: 69e090c047f34ce924c97df8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy budget (ε)":"1","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### GL-BMF Test Accuracy: 62.29. Result ID: 69e090c047f34ce924c97e0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2","Privacy budget (ε)":"5","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### G-BMF Test Accuracy: 61.47. Result ID: 69e090c047f34ce924c97e04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2","Privacy budget (ε)":"5","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### GL-BMF Test Accuracy: 56.26. Result ID: 69e090c047f34ce924c97e0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2","Privacy budget (ε)":"2","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### G-BMF Test Accuracy: 55.16. Result ID: 69e090c047f34ce924c97e03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2","Privacy budget (ε)":"2","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### GL-BMF Test Accuracy: 51.32. Result ID: 69e090c047f34ce924c97e0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2","Privacy budget (ε)":"1","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### G-BMF Test Accuracy: 49.14. Result ID: 69e090c047f34ce924c97e02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"2","Privacy budget (ε)":"1","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### LDP-GL Test Accuracy: 28.89. Result ID: 69e090c047f34ce924c97e1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy budget (ε)":"10","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### LDP-G Test Accuracy: 28.16. Result ID: 69e090c047f34ce924c97e15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy budget (ε)":"10","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### LDP-GL Test Accuracy: 24.51. Result ID: 69e090c047f34ce924c97e19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy budget (ε)":"8","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### LDP-G Test Accuracy: 23.97. Result ID: 69e090c047f34ce924c97e14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy budget (ε)":"8","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### LDP-GL Test Accuracy: 17.14. Result ID: 69e090c047f34ce924c97e18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy budget (ε)":"5","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### LDP-G Test Accuracy: 16.69. Result ID: 69e090c047f34ce924c97e13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy budget (ε)":"5","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### LDP-GL Test Accuracy: 11.36. Result ID: 69e090c047f34ce924c97e17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy budget (ε)":"2","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### LDP-G Test Accuracy: 11.14. Result ID: 69e090c047f34ce924c97e12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy budget (ε)":"2","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### LDP-GL Test Accuracy: 10.56. Result ID: 69e090c047f34ce924c97e16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy budget (ε)":"1","Epochs":"100","Pre-training":"Pre-ImageNet"}. This record does not assert independent reproduction. ### LDP-G Test Accuracy: 10.29. Result ID: 69e090c047f34ce924c97e11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Privacy budget (ε)":"1","Epochs":"100","Pre-training":"Pre-ImageNet"}. 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