# Image Classification on Long-tailed CIFAR-10 Imbalance factor 0.02 (test) Source: [Image Classification on Long-tailed CIFAR-10 Imbalance factor 0.02 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:58.810Z Evaluation of Image Classification performance on the test split of the Long-tailed CIFAR-10 dataset configured with an imbalance factor of 0.02, measured using Top-1 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) | Long-tailed CIFAR-10 Imbalance factor 0.02 (test) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ResLTS | 85.17 | Not recorded | 68fa6c891e209131cea348fa | | Causal Norm | 83.6 | Not recorded | 68fa6c891e209131cea348fa | | ResLT | 83.46 | Not recorded | 68fa6c891e209131cea348fa | | ELF(LDAM)+DRW | 82.4 | Not recorded | 68fa6c891e209131cea348fa | | BBN | 82.18 | Not recorded | 68fa6c891e209131cea348fa | | LDAM+DRW | 81.03 | Not recorded | 68fa6c891e209131cea348fa | | CE+DRW | 79.97 | Not recorded | 68fa6c891e209131cea348fa | | CE+DRS | 79.81 | Not recorded | 68fa6c891e209131cea348fa | | CB-Focal | 79.27 | Not recorded | 68fa6c891e209131cea348fa | | Mixup | 77.82 | Not recorded | 68fa6c891e209131cea348fa | | Focal | 76.72 | Not recorded | 68fa6c891e209131cea348fa | ### ResLTS Top-1 Accuracy: 85.17. Result ID: 698f213c3a6c314849f60a8a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"One-stage":true,"Backbone":"ResNet-32","Strong data augmentation":true}. This record does not assert independent reproduction. ### Causal Norm Top-1 Accuracy: 83.6. Result ID: 698f213c3a6c314849f60a84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"One-stage":true,"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### ResLT Top-1 Accuracy: 83.46. Result ID: 698f213c3a6c314849f60a89. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"One-stage":true,"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### ELF(LDAM)+DRW Top-1 Accuracy: 82.4. Result ID: 698f213c3a6c314849f60a88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"One-stage":false,"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### BBN Top-1 Accuracy: 82.18. Result ID: 698f213c3a6c314849f60a82. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"One-stage":true,"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### LDAM+DRW Top-1 Accuracy: 81.03. Result ID: 698f213c3a6c314849f60a87. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"One-stage":false,"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### CE+DRW Top-1 Accuracy: 79.97. Result ID: 698f213c3a6c314849f60a85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"One-stage":false,"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### CE+DRS Top-1 Accuracy: 79.81. Result ID: 698f213c3a6c314849f60a86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"One-stage":false,"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### CB-Focal Top-1 Accuracy: 79.27. Result ID: 698f213c3a6c314849f60a83. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"One-stage":true,"Backbone":"ResNet-32","Strong data augmentation":true}. This record does not assert independent reproduction. ### Mixup Top-1 Accuracy: 77.82. Result ID: 698f213c3a6c314849f60a80. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"One-stage":true,"Backbone":"ResNet-32","Strong data augmentation":true}. This record does not assert independent reproduction. ### Focal Top-1 Accuracy: 76.72. Result ID: 698f213c3a6c314849f60a81. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"One-stage":true,"Backbone":"ResNet-32","Strong data augmentation":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.