# Long-tailed Recognition on iNaturalist uniform 2018 (test) Source: [Long-tailed Recognition on iNaturalist uniform 2018 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:39.860Z Evaluation of Long-tailed Recognition performance on the test split of the iNaturalist uniform 2018 dataset, typically measured by 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) | iNaturalist uniform 2018 (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 | 72.9 | Not recorded | 68fa6dc51e209131cea3c01a | | RIDE | 71.8 | Not recorded | 68fa6dc51e209131cea3c01a | | MISLAS | 70.7 | Not recorded | 68fa6dc51e209131cea3c01a | | Balanced Softmax | 70.6 | Not recorded | 68fa6dc51e209131cea3c01a | | LADE | 69.3 | Not recorded | 68fa6dc51e209131cea3c01a | | Softmax | 64.7 | Not recorded | 68fa6dc51e209131cea3c01a | | Causal | 64.4 | Not recorded | 68fa6dc51e209131cea3c01a | ### SADE Top-1 Acc: 72.9. Result ID: 698fdc723a6c314849fc5f22. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### RIDE Top-1 Acc: 71.8. Result ID: 698fdc723a6c314849fc5f21. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### MISLAS Top-1 Acc: 70.7. Result ID: 698fdc723a6c314849fc5f1f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Balanced Softmax Top-1 Acc: 70.6. Result ID: 698fdc723a6c314849fc5f1e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### LADE Top-1 Acc: 69.3. Result ID: 698fdc723a6c314849fc5f20. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Softmax Top-1 Acc: 64.7. Result ID: 698fdc723a6c314849fc5f1c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Causal Top-1 Acc: 64.4. Result ID: 698fdc723a6c314849fc5f1d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.