# Image Classification on CIFAR-100-LT Imbalance Factor 50 Source: [Image Classification on CIFAR-100-LT Imbalance Factor 50]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:04.492Z Evaluation of Image Classification performance on the CIFAR-100-LT dataset configured with an Imbalance Factor of 50. 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-100-LT Imbalance Factor 50 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 | | --- | --- | --- | --- | | GML loss | 58.1 | Not recorded | 68fa70451e209131cea4a0fa | | GML loss | 57.6 | Not recorded | 68fa70451e209131cea4a0fa | | BCL | 56.6 | Not recorded | 68fa70451e209131cea4a0fa | | PaCo | 56 | Not recorded | 68fa70451e209131cea4a0fa | | Balanced Softmax | 54.2 | Not recorded | 68fa70451e209131cea4a0fa | | ResLT | 52.7 | Not recorded | 68fa70451e209131cea4a0fa | | MetaSAug-LDAM | 52.3 | Not recorded | 68fa70451e209131cea4a0fa | | MISLAS | 52.3 | Not recorded | 68fa70451e209131cea4a0fa | | Hybrid-SC | 51.8 | Not recorded | 68fa70451e209131cea4a0fa | | Casual model | 50.3 | Not recorded | 68fa70451e209131cea4a0fa | | SSP | 47.1 | Not recorded | 68fa70451e209131cea4a0fa | | BBN | 47 | Not recorded | 68fa70451e209131cea4a0fa | | LDAM-DRW | 46.6 | Not recorded | 68fa70451e209131cea4a0fa | | CB-Focal | 45.2 | Not recorded | 68fa70451e209131cea4a0fa | | Focal loss | 44.3 | Not recorded | 68fa70451e209131cea4a0fa | ### GML loss Accuracy: 58.1. Result ID: 699126833a6c314849060fa2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":"400","Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### GML loss Accuracy: 57.6. Result ID: 699126833a6c314849060f9e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":"200","Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### BCL Accuracy: 56.6. Result ID: 699126833a6c314849060f9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":"200","Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### PaCo Accuracy: 56. Result ID: 699126833a6c314849060fa1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":"400","Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### Balanced Softmax Accuracy: 54.2. Result ID: 699126833a6c314849060fa0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":"400","Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### ResLT Accuracy: 52.7. Result ID: 699126833a6c314849060f9c. [Reporting paper]() Recorded evaluation configuration: {"Epochs":"200","Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### MetaSAug-LDAM Accuracy: 52.3. Result ID: 699126833a6c314849060f9b. [Reporting paper]() Recorded evaluation configuration: {"Epochs":"200","Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### MISLAS Accuracy: 52.3. Result ID: 699126833a6c314849060f9f. [Reporting paper]() Recorded evaluation configuration: {"Epochs":"400","Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### Hybrid-SC Accuracy: 51.8. Result ID: 699126833a6c314849060f9a. [Reporting paper]() Recorded evaluation configuration: {"Epochs":"200","Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### Casual model Accuracy: 50.3. Result ID: 699126833a6c314849060f99. [Reporting paper]() Recorded evaluation configuration: {"Epochs":"200","Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### SSP Accuracy: 47.1. Result ID: 699126833a6c314849060f98. [Reporting paper]() Recorded evaluation configuration: {"Epochs":"200","Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### BBN Accuracy: 47. Result ID: 699126833a6c314849060f97. [Reporting paper]() Recorded evaluation configuration: {"Epochs":"200","Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### LDAM-DRW Accuracy: 46.6. Result ID: 699126833a6c314849060f96. [Reporting paper]() Recorded evaluation configuration: {"Epochs":"200","Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### CB-Focal Accuracy: 45.2. Result ID: 699126833a6c314849060f95. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epochs":"200","Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### Focal loss Accuracy: 44.3. Result ID: 699126833a6c314849060f94. [Reporting paper]() Recorded evaluation configuration: {"Epochs":"200","Backbone":"ResNet-32"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.