# Image Classification on CIFAR-10 Long-Tailed IF=10 (test) Source: [Image Classification on CIFAR-10 Long-Tailed IF=10 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-02T13:42:38.431Z Evaluation of Image Classification performance on the test split of the CIFAR-10 dataset configured with an imbalance factor (IF) of 10 for long-tailed learning, reporting standard 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) | CIFAR10 Long-Tailed IF=10 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | GLMC + SAMN | 95.2 | Not recorded | 6a1e6455dbd7150506f859fe | | GLMC | 95.1 | Not recorded | 6a1e6455dbd7150506f859fe | | CE + SAMN | 92.8 | Not recorded | 6a1e6455dbd7150506f859fe | | SLAS + SAMN | 92.8 | Not recorded | 6a1e6455dbd7150506f859fe | | SLAS | 92.7 | Not recorded | 6a1e6455dbd7150506f859fe | | CE (with WD in stage one) | 91.9 | Not recorded | 6a1e6455dbd7150506f859fe | | CSA | 90.8 | Not recorded | 6a1e6455dbd7150506f859fe | | DiffuLT | 90.7 | Not recorded | 6a1e6455dbd7150506f859fe | | ADRW | 90.3 | Not recorded | 6a1e6455dbd7150506f859fe | | BBN | 88.3 | Not recorded | 6a1e6455dbd7150506f859fe | | cRT | 88.3 | Not recorded | 6a1e6455dbd7150506f859fe | | LDAM-DRW | 88.2 | Not recorded | 6a1e6455dbd7150506f859fe | | Focal Loss | 86.7 | Not recorded | 6a1e6455dbd7150506f859fe | ### GLMC + SAMN Accuracy: 95.2. Result ID: 6a1eddb1fbc373592c1b0aa6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet32","Imbalance Factor":"10"}. This record does not assert independent reproduction. ### GLMC Accuracy: 95.1. Result ID: 6a1eddb1fbc373592c1b0aa3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32","Imbalance Factor":"10"}. This record does not assert independent reproduction. ### CE + SAMN Accuracy: 92.8. Result ID: 6a1eddb1fbc373592c1b0aa4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet32","Imbalance Factor":"10"}. This record does not assert independent reproduction. ### SLAS + SAMN Accuracy: 92.8. Result ID: 6a1eddb1fbc373592c1b0aa5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet32","Imbalance Factor":"10"}. This record does not assert independent reproduction. ### SLAS Accuracy: 92.7. Result ID: 6a1eddb1fbc373592c1b0aa2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32","Imbalance Factor":"10"}. This record does not assert independent reproduction. ### CE (with WD in stage one) Accuracy: 91.9. Result ID: 6a1eddb1fbc373592c1b0a9a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet32","Imbalance Factor":"10"}. This record does not assert independent reproduction. ### CSA Accuracy: 90.8. Result ID: 6a1eddb1fbc373592c1b0a9f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32","Imbalance Factor":"10"}. This record does not assert independent reproduction. ### DiffuLT Accuracy: 90.7. Result ID: 6a1eddb1fbc373592c1b0aa1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet32","Imbalance Factor":"10"}. This record does not assert independent reproduction. ### ADRW Accuracy: 90.3. Result ID: 6a1eddb1fbc373592c1b0aa0. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet32","Imbalance Factor":"10"}. This record does not assert independent reproduction. ### BBN Accuracy: 88.3. Result ID: 6a1eddb1fbc373592c1b0a9d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32","Imbalance Factor":"10"}. This record does not assert independent reproduction. ### cRT Accuracy: 88.3. Result ID: 6a1eddb1fbc373592c1b0a9e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32","Imbalance Factor":"10"}. This record does not assert independent reproduction. ### LDAM-DRW Accuracy: 88.2. Result ID: 6a1eddb1fbc373592c1b0a9c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32","Imbalance Factor":"10"}. This record does not assert independent reproduction. ### Focal Loss Accuracy: 86.7. Result ID: 6a1eddb1fbc373592c1b0a9b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32","Imbalance Factor":"10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.