# Image Classification on Imbalanced CIFAR-10 (long-tailed, ratio 10) (val) Source: [Image Classification on Imbalanced CIFAR-10 (long-tailed, ratio 10) (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:17.808Z Evaluation of Image Classification performance on the validation split of the Imbalanced CIFAR-10 dataset, specifically configured with a 10x long-tailed imbalance ratio. 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 10) (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 | | --- | --- | --- | --- | | HAR-DRW | 10.62 | Not recorded | 68fa69941e209131cea22d32 | | HAR-DRW | 11.58 | Not recorded | 68fa69941e209131cea22d32 | | BBN | 11.68 | Not recorded | 68fa69941e209131cea22d32 | | LDAM-DRW | 11.84 | Not recorded | 68fa69941e209131cea22d32 | | BBN | 11.99 | Not recorded | 68fa69941e209131cea22d32 | | LDAM-DRW | 12.19 | Not recorded | 68fa69941e209131cea22d32 | | CB Focal | 12.9 | Not recorded | 68fa69941e209131cea22d32 | | Focal | 13.34 | Not recorded | 68fa69941e209131cea22d32 | | ERM | 13.61 | Not recorded | 68fa69941e209131cea22d32 | | Focal | 16.36 | Not recorded | 68fa69941e209131cea22d32 | | CB Focal | 16.54 | Not recorded | 68fa69941e209131cea22d32 | | ERM | 17.5 | Not recorded | 68fa69941e209131cea22d32 | ### HAR-DRW Top-1 Error: 10.62. Result ID: 698dbb4e8b517eb4332362e2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### HAR-DRW Top-1 Error: 11.58. Result ID: 698dbb4e8b517eb4332362ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### BBN Top-1 Error: 11.68. Result ID: 698dbb4e8b517eb4332362e1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### LDAM-DRW Top-1 Error: 11.84. Result ID: 698dbb4e8b517eb4332362e0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### BBN Top-1 Error: 11.99. Result ID: 698dbb4e8b517eb4332362ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### LDAM-DRW Top-1 Error: 12.19. Result ID: 698dbb4e8b517eb4332362ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### CB Focal Top-1 Error: 12.9. Result ID: 698dbb4e8b517eb4332362df. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### Focal Top-1 Error: 13.34. Result ID: 698dbb4e8b517eb4332362de. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### ERM Top-1 Error: 13.61. Result ID: 698dbb4e8b517eb4332362dd. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### Focal Top-1 Error: 16.36. Result ID: 698dbb4e8b517eb4332362ea. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### CB Focal Top-1 Error: 16.54. Result ID: 698dbb4e8b517eb4332362eb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### ERM Top-1 Error: 17.5. Result ID: 698dbb4e8b517eb4332362e9. [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.