# Image Classification on Imbalanced CIFAR-10 long-tailed, ratio 100 (val) Source: [Image Classification on Imbalanced CIFAR-10 long-tailed, ratio 100 (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:17.796Z Evaluation of Image Classification performance on the validation split of the CIFAR-10 dataset configured with a 100x Long-Tailed imbalance ratio, measured using Top-1 error. 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) | Imbalanced CIFAR-10 long-tailed, ratio 100 (val) | | Metric | Top-1 Error | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 12 of 12 | | 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 Error](): Lower is better; unit: PERCENT. ## Recorded results | Method | Top-1 Error | Result date | Report paper | | --- | --- | --- | --- | | BBN | 20.18 | Not recorded | 68fa69941e209131cea22d32 | | HAR-DRW | 20.27 | Not recorded | 68fa69941e209131cea22d32 | | HAR-DRW | 20.46 | Not recorded | 68fa69941e209131cea22d32 | | BBN | 21.64 | Not recorded | 68fa69941e209131cea22d32 | | LDAM-DRW | 22.97 | Not recorded | 68fa69941e209131cea22d32 | | LDAM-DRW | 23.08 | Not recorded | 68fa69941e209131cea22d32 | | CB Focal | 25.43 | Not recorded | 68fa69941e209131cea22d32 | | Focal | 29.62 | Not recorded | 68fa69941e209131cea22d32 | | ERM | 29.64 | Not recorded | 68fa69941e209131cea22d32 | | Focal | 36.09 | Not recorded | 68fa69941e209131cea22d32 | | ERM | 36.7 | Not recorded | 68fa69941e209131cea22d32 | | CB Focal | 39.73 | Not recorded | 68fa69941e209131cea22d32 | ### BBN Top-1 Error: 20.18. Result ID: 698dbb4e8b517eb4332362db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### HAR-DRW Top-1 Error: 20.27. Result ID: 698dbb4e8b517eb4332362e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### HAR-DRW Top-1 Error: 20.46. Result ID: 698dbb4e8b517eb4332362dc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### BBN Top-1 Error: 21.64. Result ID: 698dbb4e8b517eb4332362e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### LDAM-DRW Top-1 Error: 22.97. Result ID: 698dbb4e8b517eb4332362da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### LDAM-DRW Top-1 Error: 23.08. Result ID: 698dbb4e8b517eb4332362e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### CB Focal Top-1 Error: 25.43. Result ID: 698dbb4e8b517eb4332362d9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### Focal Top-1 Error: 29.62. Result ID: 698dbb4e8b517eb4332362d8. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### ERM Top-1 Error: 29.64. Result ID: 698dbb4e8b517eb4332362d7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### Focal Top-1 Error: 36.09. Result ID: 698dbb4e8b517eb4332362e4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### ERM Top-1 Error: 36.7. Result ID: 698dbb4e8b517eb4332362e3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### CB Focal Top-1 Error: 39.73. Result ID: 698dbb4e8b517eb4332362e5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.