# Image Classification on CIFAR-10 (test) (Type I, II, III 70%) Source: [Image Classification on CIFAR-10 (test) (Type I, II, III 70%)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:45.883Z Evaluation of Image Classification model performance on the CIFAR-10 test set, reporting results across Type-I, Type-II, and Type-III metrics, all measured at a 70% threshold or level. 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 | Type-I 70% Score | | Unit | PERCENT | | Direction | Higher 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 - [Type-I 70% Score](): Higher is better; unit: PERCENT. - [Type-II 70% Score](): Higher is better; unit: PERCENT. - [Type-III 70% Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Type-I 70% Score | Result date | Report paper | | --- | --- | --- | --- | | PLC | 42.74 | Not recorded | 68fa6dad1e209131cea3b71c | | Cross-Entropy | 41.98 | Not recorded | 68fa6dad1e209131cea3b71c | | Bootstrapping Training Algorithm | 21.17 | Not recorded | 68fa6dad1e209131cea3b71c | | Bootstrapping Training Algorithm | 21.02 | Not recorded | 68fa6dad1e209131cea3b71c | | Bootstrapping Training Algorithm | 19.71 | Not recorded | 68fa6dad1e209131cea3b71c | | Bootstrapping Training Algorithm | 19.18 | Not recorded | 68fa6dad1e209131cea3b71c | ### PLC Type-I 70% Score: 42.74. Result ID: 698fd47f3a6c314849fc2ac7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise Level":"70%"}. This record does not assert independent reproduction. ### Cross-Entropy Type-I 70% Score: 41.98. Result ID: 698fd47f3a6c314849fc2ac6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise Level":"70%"}. This record does not assert independent reproduction. ### Bootstrapping Training Algorithm Type-I 70% Score: 21.17. Result ID: 698fd47f3a6c314849fc2ac9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model variant":"Regular Model","Noise Level":"70%","Test-Time Augmentation":true}. This record does not assert independent reproduction. ### Bootstrapping Training Algorithm Type-I 70% Score: 21.02. Result ID: 698fd47f3a6c314849fc2ac8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model variant":"Regular Model","Noise Level":"70%","Test-Time Augmentation":false}. This record does not assert independent reproduction. ### Bootstrapping Training Algorithm Type-I 70% Score: 19.71. Result ID: 698fd47f3a6c314849fc2acb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model variant":"Modified Model","Noise Level":"70%","Test-Time Augmentation":true}. This record does not assert independent reproduction. ### Bootstrapping Training Algorithm Type-I 70% Score: 19.18. Result ID: 698fd47f3a6c314849fc2aca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model variant":"Modified Model","Noise Level":"70%","Test-Time Augmentation":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.