# Image Classification on CIFAR-10 Unbalanced (val) Source: [Image Classification on CIFAR-10 Unbalanced (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:18.814Z Evaluation of Image Classification performance on the validation split of the CIFAR-10 dataset configured with specific long-tail and two-level imbalance ratios. 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 Unbalanced (val) | | Metric | Top-1 Error (Long-tail, Ratio 100) | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 8 of 8 | | 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 (Long-tail, Ratio 100)](): Lower is better; unit: PERCENT. - [Top-1 Error (Long-tail, Ratio 10)](): Lower is better; unit: PERCENT. - [Top-1 Error (Two-level, Ratio 100)](): Lower is better; unit: PERCENT. - [Top-1 Error (Two-level, Ratio 10)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Top-1 Error (Long-tail, Ratio 100) | Result date | Report paper | | --- | --- | --- | --- | | smDRAGON | 22.08 | Not recorded | 68fa68ac1e209131cea1daa1 | | Focal (from \[11\]) | 25.43 | Not recorded | 68fa68ac1e209131cea1daa1 | | LDAM | 26.65 | Not recorded | 68fa68ac1e209131cea1daa1 | | ReWeight | 27.63 | Not recorded | 68fa68ac1e209131cea1daa1 | | ReSample | 29.45 | Not recorded | 68fa68ac1e209131cea1daa1 | | Focal (from \[27\]) | 29.62 | Not recorded | 68fa68ac1e209131cea1daa1 | | CE | 29.64 | Not recorded | 68fa68ac1e209131cea1daa1 | | CE\* (VE) | 29.81 | Not recorded | 68fa68ac1e209131cea1daa1 | ### smDRAGON Top-1 Error (Long-tail, Ratio 100): 22.08. Result ID: 698d7e3f8b517eb43321ed41. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Vision-Only":true,"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### Focal (from \[11\]) Top-1 Error (Long-tail, Ratio 100): 25.43. Result ID: 698d7e3f8b517eb43321ed3c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Vision-Only":true,"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### LDAM Top-1 Error (Long-tail, Ratio 100): 26.65. Result ID: 698d7e3f8b517eb43321ed40. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Vision-Only":true,"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### ReWeight Top-1 Error (Long-tail, Ratio 100): 27.63. Result ID: 698d7e3f8b517eb43321ed3b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Vision-Only":true,"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### ReSample Top-1 Error (Long-tail, Ratio 100): 29.45. Result ID: 698d7e3f8b517eb43321ed3a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Vision-Only":true,"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### Focal (from \[27\]) Top-1 Error (Long-tail, Ratio 100): 29.62. Result ID: 698d7e3f8b517eb43321ed3f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Vision-Only":true,"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### CE Top-1 Error (Long-tail, Ratio 100): 29.64. Result ID: 698d7e3f8b517eb43321ed3d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Vision-Only":true,"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### CE\* (VE) Top-1 Error (Long-tail, Ratio 100): 29.81. Result ID: 698d7e3f8b517eb43321ed3e. [Reporting paper]() Recorded evaluation configuration: {"Vision-Only":true,"Backbone":"ResNet-32"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.