# Long-tailed Recognition on ImageNet-LT Uniform (test) Source: [Long-tailed Recognition on ImageNet-LT Uniform (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:39.912Z Evaluation of model performance on the test split of the ImageNet-LT dataset specifically using the Uniform sampling distribution, focusing on long-tailed recognition metrics like Top-1 Accuracy. 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 | Long-tailed Recognition | | Dataset (including any stated split) | ImageNet-LT Uniform (test) | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 | | --- | --- | --- | --- | | SADE | 58.8 | Not recorded | 68fa6dc51e209131cea3c01a | | RIDE | 56.3 | Not recorded | 68fa6dc51e209131cea3c01a | | BS | 52.3 | Not recorded | 68fa6dc51e209131cea3c01a | | LADE | 52.3 | Not recorded | 68fa6dc51e209131cea3c01a | | LADE | 52.3 | Not recorded | 68fa6dc51e209131cea3c01a | | MISLAS | 51.4 | Not recorded | 68fa6dc51e209131cea3c01a | | Softmax | 48 | Not recorded | 68fa6dc51e209131cea3c01a | ### SADE Top-1 Acc: 58.8. Result ID: 698fdc723a6c314849fc5fd0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"prior":false}. This record does not assert independent reproduction. ### RIDE Top-1 Acc: 56.3. Result ID: 698fdc723a6c314849fc5fcf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"prior":false}. This record does not assert independent reproduction. ### BS Top-1 Acc: 52.3. Result ID: 698fdc723a6c314849fc5fcb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"prior":false}. This record does not assert independent reproduction. ### LADE Top-1 Acc: 52.3. Result ID: 698fdc723a6c314849fc5fcd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"prior":false}. This record does not assert independent reproduction. ### LADE Top-1 Acc: 52.3. Result ID: 698fdc723a6c314849fc5fce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"prior":true}. This record does not assert independent reproduction. ### MISLAS Top-1 Acc: 51.4. Result ID: 698fdc723a6c314849fc5fcc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"prior":false}. This record does not assert independent reproduction. ### Softmax Top-1 Acc: 48. Result ID: 698fdc723a6c314849fc5fca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"prior":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.