# Image Classification on CIFAR-10 (ACC, MP, UM) Source: [Image Classification on CIFAR-10 (ACC, MP, UM)]() Collection index: [llms.txt]() Data updated: 2026-04-13T07:49:40.573Z Evaluation of Image Classification performance on the CIFAR-10 dataset, reporting Accuracy (ACC), Mean Precision (MP), and an Uncertainty Metric (UM). 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 | | Metric | Accuracy (ACC) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 (ACC)](): Higher is better; unit: PERCENT. - [Mean Precision (MP)](): Higher is better; unit: PERCENT. - [Uncertainty Metric (UM)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (ACC) | Result date | Report paper | | --- | --- | --- | --- | | ETN | 90.7 | Not recorded | 69dc788b7d0172140ec78ac8 | | DeepEns | 90.69 | Not recorded | 69dc788b7d0172140ec78ac8 | | LA | 89.05 | Not recorded | 69dc788b7d0172140ec78ac8 | | IB-EDL | 88.69 | Not recorded | 69dc788b7d0172140ec78ac8 | | MAP\_CE | 87.95 | Not recorded | 69dc788b7d0172140ec78ac8 | | MCD | 87.12 | Not recorded | 69dc788b7d0172140ec78ac8 | | DMM | 87.1 | Not recorded | 69dc788b7d0172140ec78ac8 | | MAP\_EDL | 86.81 | Not recorded | 69dc788b7d0172140ec78ac8 | ### ETN Accuracy (ACC): 90.7. Result ID: 69dc9fc047f34ce924c356b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepEns Accuracy (ACC): 90.69. Result ID: 69dc9fc047f34ce924c356b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LA Accuracy (ACC): 89.05. Result ID: 69dc9fc047f34ce924c356b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IB-EDL Accuracy (ACC): 88.69. Result ID: 69dc9fc047f34ce924c356b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAP\_CE Accuracy (ACC): 87.95. Result ID: 69dc9fc047f34ce924c356af. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MCD Accuracy (ACC): 87.12. Result ID: 69dc9fc047f34ce924c356b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DMM Accuracy (ACC): 87.1. Result ID: 69dc9fc047f34ce924c356b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAP\_EDL Accuracy (ACC): 86.81. Result ID: 69dc9fc047f34ce924c356b3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.