# Long-tailed Image Classification on CIFAR10 beta=100 LT (test) Source: [Long-tailed Image Classification on CIFAR10 beta=100 LT (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:40.279Z Evaluation of Long-tailed Image Classification performance on the CIFAR-10 dataset configured with a beta parameter of 100 for the long-tail distribution, tested on the test split. 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 Image Classification | | Dataset (including any stated split) | CIFAR10 beta=100 LT (test) | | Metric | Top-1 Acc | | 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 - [Top-1 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | ATL\_all | 82.6 | Not recorded | 68fa6e1c1e209131cea3dd80 | | ATL\_ALAS | 82.35 | Not recorded | 68fa6e1c1e209131cea3dd80 | | L2A | 82.13 | Not recorded | 68fa6e1c1e209131cea3dd80 | | ABS | 82.01 | Not recorded | 68fa6e1c1e209131cea3dd80 | | MiSLAS | 81.07 | Not recorded | 68fa6e1c1e209131cea3dd80 | | TDE | 80.6 | Not recorded | 68fa6e1c1e209131cea3dd80 | | BBN | 79.8 | Not recorded | 68fa6e1c1e209131cea3dd80 | | TSC | 79.7 | Not recorded | 68fa6e1c1e209131cea3dd80 | | ATL\_AEM | 78.23 | Not recorded | 68fa6e1c1e209131cea3dd80 | | L2A | 77.94 | Not recorded | 68fa6e1c1e209131cea3dd80 | | RCBM-CE | 76.4 | Not recorded | 68fa6e1c1e209131cea3dd80 | | CB Loss | 74.5 | Not recorded | 68fa6e1c1e209131cea3dd80 | | L2RW | 74.1 | Not recorded | 68fa6e1c1e209131cea3dd80 | | MiSLAS | 71.19 | Not recorded | 68fa6e1c1e209131cea3dd80 | | Focal Loss | 70.3 | Not recorded | 68fa6e1c1e209131cea3dd80 | ### ATL\_all Top-1 Acc: 82.6. Result ID: 699003893a6c314849fd7a2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ATL\_ALAS Top-1 Acc: 82.35. Result ID: 699003893a6c314849fd7a2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### L2A Top-1 Acc: 82.13. Result ID: 699003893a6c314849fd7a2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Stage":"Two-stage"}. This record does not assert independent reproduction. ### ABS Top-1 Acc: 82.01. Result ID: 699003893a6c314849fd7a2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MiSLAS Top-1 Acc: 81.07. Result ID: 699003893a6c314849fd7a29. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Stage":"Two-stage"}. This record does not assert independent reproduction. ### TDE Top-1 Acc: 80.6. Result ID: 699003893a6c314849fd7a27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BBN Top-1 Acc: 79.8. Result ID: 699003893a6c314849fd7a25. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSC Top-1 Acc: 79.7. Result ID: 699003893a6c314849fd7a26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ATL\_AEM Top-1 Acc: 78.23. Result ID: 699003893a6c314849fd7a2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### L2A Top-1 Acc: 77.94. Result ID: 699003893a6c314849fd7a2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Stage":"One-stage"}. This record does not assert independent reproduction. ### RCBM-CE Top-1 Acc: 76.4. Result ID: 699003893a6c314849fd7a24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CB Loss Top-1 Acc: 74.5. Result ID: 699003893a6c314849fd7a23. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### L2RW Top-1 Acc: 74.1. Result ID: 699003893a6c314849fd7a22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MiSLAS Top-1 Acc: 71.19. Result ID: 699003893a6c314849fd7a28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Stage":"One-stage"}. This record does not assert independent reproduction. ### Focal Loss Top-1 Acc: 70.3. Result ID: 699003893a6c314849fd7a21. [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.