# Image Classification on CIFAR-10-LT IF 10 (test) Source: [Image Classification on CIFAR-10-LT IF 10 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:59.235Z Evaluation of Image Classification performance on the test split of the CIFAR-10 Long Tail (LT) dataset under the specific inherent fairness setting IF 10. 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-LT IF 10 (test) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. - [ECE](): Lower is better; unit: SCALAR. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | LCReg | 91.2 | Not recorded | 68fa6d6c1e209131cea39c3d | | MiSLAS | 90 | Not recorded | 68fa69b21e209131cea237df | | MISLAS | 90 | Not recorded | 68fa6d6c1e209131cea39c3d | | cRT+mixup | 89.8 | Not recorded | 68fa69b21e209131cea237df | | LWS+mixup | 89.6 | Not recorded | 68fa69b21e209131cea237df | | MetaSAug CE | 89.4 | Not recorded | 68fa6d6c1e209131cea39c3d | | Remix+DRW (300 epochs) | 89.1 | Not recorded | 68fa69b21e209131cea237df | | Remix+DRW | 89.1 | Not recorded | 68fa6d6c1e209131cea39c3d | | LDAM+DRW | 88.4 | Not recorded | 68fa69b21e209131cea237df | | BBN(include mixup) | 88.4 | Not recorded | 68fa69b21e209131cea237df | | LDAM+DRW | 88.4 | Not recorded | 68fa6d6c1e209131cea39c3d | | BBN(include mixup) | 88.4 | Not recorded | 68fa6d6c1e209131cea39c3d | | mixup | 87.1 | Not recorded | 68fa69b21e209131cea237df | | mixup | 87.1 | Not recorded | 68fa6d6c1e209131cea39c3d | | CE | 86.4 | Not recorded | 68fa69b21e209131cea237df | | CE | 86.4 | Not recorded | 68fa6d6c1e209131cea39c3d | ### LCReg Top-1 Accuracy: 91.2. Result ID: 698f8ff73a6c314849fa1f7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### MiSLAS Top-1 Accuracy: 90. Result ID: 698dd647ffc3901de098fdc3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### MISLAS Top-1 Accuracy: 90. Result ID: 698f8ff73a6c314849fa1f7b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### cRT+mixup Top-1 Accuracy: 89.8. Result ID: 698dd647ffc3901de098fdc1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### LWS+mixup Top-1 Accuracy: 89.6. Result ID: 698dd647ffc3901de098fdc2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### MetaSAug CE Top-1 Accuracy: 89.4. Result ID: 698f8ff73a6c314849fa1f7c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### Remix+DRW (300 epochs) Top-1 Accuracy: 89.1. Result ID: 698dd647ffc3901de098fdc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### Remix+DRW Top-1 Accuracy: 89.1. Result ID: 698f8ff73a6c314849fa1f7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### LDAM+DRW Top-1 Accuracy: 88.4. Result ID: 698dd647ffc3901de098fdbe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### BBN(include mixup) Top-1 Accuracy: 88.4. Result ID: 698dd647ffc3901de098fdbf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### LDAM+DRW Top-1 Accuracy: 88.4. Result ID: 698f8ff73a6c314849fa1f78. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### BBN(include mixup) Top-1 Accuracy: 88.4. Result ID: 698f8ff73a6c314849fa1f79. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### mixup Top-1 Accuracy: 87.1. Result ID: 698dd647ffc3901de098fdbd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### mixup Top-1 Accuracy: 87.1. Result ID: 698f8ff73a6c314849fa1f77. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### CE Top-1 Accuracy: 86.4. Result ID: 698dd647ffc3901de098fdbc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### CE Top-1 Accuracy: 86.4. Result ID: 698f8ff73a6c314849fa1f76. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. Page 1 of 1. 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