# Image Classification on Long-tailed ImageNet (val) Source: [Image Classification on Long-tailed ImageNet (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:51.424Z Evaluation of Image Classification performance on the validation split of the Long-tailed ImageNet dataset, focusing on accuracy across different class frequency buckets (Many, Medium, Few). 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) | Long-tailed ImageNet (val) | | Metric | Acc (Many) | | Unit | PERCENT | | Direction | Higher 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 - [Acc (Many)](): Higher is better; unit: PERCENT. - [Acc (Medium)](): Higher is better; unit: PERCENT. - [Acc (Few)](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Acc (Many) | Result date | Report paper | | --- | --- | --- | --- | | CE | 64 | Not recorded | 68fa6b2d1e209131cea2c9d1 | | DRO-LT | 64 | Not recorded | 68fa6b2d1e209131cea2c9d1 | | DRO-LT | 63.8 | Not recorded | 68fa6b2d1e209131cea2c9d1 | | DRO-LT | 62.6 | Not recorded | 68fa6b2d1e209131cea2c9d1 | | SSL | 61.4 | Not recorded | 68fa6b2d1e209131cea2c9d1 | | DRO-LT | 61 | Not recorded | 68fa6b2d1e209131cea2c9d1 | | smDragon | 59.7 | Not recorded | 68fa6b2d1e209131cea2c9d1 | | T-norm | 56.6 | Not recorded | 68fa6b2d1e209131cea2c9d1 | ### CE Acc (Many): 64. Result ID: 698e695fffc3901de09d60e1. [Reporting paper]() Recorded evaluation configuration: {"reproduced":"true"}. This record does not assert independent reproduction. ### DRO-LT Acc (Many): 64. Result ID: 698e695fffc3901de09d60e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"Learnable"}. This record does not assert independent reproduction. ### DRO-LT Acc (Many): 63.8. Result ID: 698e695fffc3901de09d60e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"e\[n\]"}. This record does not assert independent reproduction. ### DRO-LT Acc (Many): 62.6. Result ID: 698e695fffc3901de09d60e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"Shared"}. This record does not assert independent reproduction. ### SSL Acc (Many): 61.4. Result ID: 698e695fffc3901de09d60e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reproduced":"true"}. This record does not assert independent reproduction. ### DRO-LT Acc (Many): 61. Result ID: 698e695fffc3901de09d60e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"epsilon":"0 (ERM)"}. This record does not assert independent reproduction. ### smDragon Acc (Many): 59.7. Result ID: 698e695fffc3901de09d60e3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### T-norm Acc (Many): 56.6. Result ID: 698e695fffc3901de09d60e2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.