# Image Classification on Imbalanced CIFAR-10 (LT Ratio 100, test) Source: [Image Classification on Imbalanced CIFAR-10 (LT Ratio 100, test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:36.205Z Evaluation of Image Classification performance on the test split of the CIFAR-10 dataset configured with a 100x Long-Tailed (LT) 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 100 ResNet32 (test) | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | ABSGD (CB-LDAM) | 80.45 | Not recorded | 68fa5a7e1e209131ce9c049a | | META (CB-LDAM) | 80 | Not recorded | 68fa5a7e1e209131ce9c049a | | ABSGD (CB-Focal) | 79.53 | Not recorded | 68fa5a7e1e209131ce9c049a | | ABSGD (CB-CE) | 79.34 | Not recorded | 68fa5a7e1e209131ce9c049a | | META (CB-Focal) | 78.9 | Not recorded | 68fa5a7e1e209131ce9c049a | | ABSGD (CB-LDAM) | 78.33 | Not recorded | 68fa5a7e1e209131ce9c049a | | SGD (CB-LDAM) | 77.03 | Not recorded | 68fa5a7e1e209131ce9c049a | | SGD (CB-LDAM) | 76.92 | Not recorded | 68fa5a7e1e209131ce9c049a | | META (CB-CE) | 76.41 | Not recorded | 68fa5a7e1e209131ce9c049a | | ABSGD (CB-Focal) | 76.33 | Not recorded | 68fa5a7e1e209131ce9c049a | | SGD (CB-Focal) | 74.57 | Not recorded | 68fa5a7e1e209131ce9c049a | | SGD (LDAM) | 73.35 | Not recorded | 68fa5a7e1e209131ce9c049a | | ABSGD (CB-CE) | 72.93 | Not recorded | 68fa5a7e1e209131ce9c049a | | SGD (CB-CE) | 72.37 | Not recorded | 68fa5a7e1e209131ce9c049a | | Resampling | 71.78 | Not recorded | 68fa5a7e1e209131ce9c049a | | SGD (LDAM) | 66.58 | Not recorded | 68fa5a7e1e209131ce9c049a | | SGD (CB-CE) | 61.84 | Not recorded | 68fa5a7e1e209131ce9c049a | | Resampling | 61.16 | Not recorded | 68fa5a7e1e209131ce9c049a | | SGD (CB-Focal) | 60.27 | Not recorded | 68fa5a7e1e209131ce9c049a | ### ABSGD (CB-LDAM) Top-1 Acc: 80.45. Result ID: 698c144bf729bc7f68e82b24. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32","Loss Function":"CB-LDAM"}. This record does not assert independent reproduction. ### META (CB-LDAM) Top-1 Acc: 80. Result ID: 698c144bf729bc7f68e82b23. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet32","Loss Function":"CB-LDAM"}. This record does not assert independent reproduction. ### ABSGD (CB-Focal) Top-1 Acc: 79.53. Result ID: 698c144bf729bc7f68e82b20. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32","Loss Function":"CB-Focal"}. This record does not assert independent reproduction. ### ABSGD (CB-CE) Top-1 Acc: 79.34. Result ID: 698c144bf729bc7f68e82b1d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32","Loss Function":"CB-CE"}. This record does not assert independent reproduction. ### META (CB-Focal) Top-1 Acc: 78.9. Result ID: 698c144bf729bc7f68e82b1f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet32","Loss Function":"CB-Focal"}. This record does not assert independent reproduction. ### ABSGD (CB-LDAM) Top-1 Acc: 78.33. Result ID: 698c618637894ef7d9cdfac0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32","Loss Function":"CB-LDAM"}. This record does not assert independent reproduction. ### SGD (CB-LDAM) Top-1 Acc: 77.03. Result ID: 698c144bf729bc7f68e82b22. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet32","Loss Function":"CB-LDAM"}. This record does not assert independent reproduction. ### SGD (CB-LDAM) Top-1 Acc: 76.92. Result ID: 698c618637894ef7d9cdfabf. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet32","Loss Function":"CB-LDAM"}. This record does not assert independent reproduction. ### META (CB-CE) Top-1 Acc: 76.41. Result ID: 698c144bf729bc7f68e82b1c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet32","Loss Function":"CB-CE"}. This record does not assert independent reproduction. ### ABSGD (CB-Focal) Top-1 Acc: 76.33. Result ID: 698c618637894ef7d9cdfabd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32","Loss Function":"CB-Focal"}. This record does not assert independent reproduction. ### SGD (CB-Focal) Top-1 Acc: 74.57. Result ID: 698c144bf729bc7f68e82b1e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet32","Loss Function":"CB-Focal"}. This record does not assert independent reproduction. ### SGD (LDAM) Top-1 Acc: 73.35. Result ID: 698c144bf729bc7f68e82b21. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet32","Loss Function":"LDAM"}. This record does not assert independent reproduction. ### ABSGD (CB-CE) Top-1 Acc: 72.93. Result ID: 698c618637894ef7d9cdfabb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32","Loss Function":"CB-CE"}. This record does not assert independent reproduction. ### SGD (CB-CE) Top-1 Acc: 72.37. Result ID: 698c144bf729bc7f68e82b1b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet32","Loss Function":"CB-CE"}. This record does not assert independent reproduction. ### Resampling Top-1 Acc: 71.78. Result ID: 698c144bf729bc7f68e82b1a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet32","Loss Function":"CE"}. This record does not assert independent reproduction. ### SGD (LDAM) Top-1 Acc: 66.58. Result ID: 698c618637894ef7d9cdfabe. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet32","Loss Function":"LDAM"}. This record does not assert independent reproduction. ### SGD (CB-CE) Top-1 Acc: 61.84. Result ID: 698c618637894ef7d9cdfaba. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet32","Loss Function":"CB-CE"}. This record does not assert independent reproduction. ### Resampling Top-1 Acc: 61.16. Result ID: 698c618637894ef7d9cdfab9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet32","Loss Function":"CE"}. This record does not assert independent reproduction. ### SGD (CB-Focal) Top-1 Acc: 60.27. Result ID: 698c618637894ef7d9cdfabc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet32","Loss Function":"CB-Focal"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.