# Image Classification on CIFAR-100 long-tailed (test) (Specific Imbalance Accuracy) Source: [Image Classification on CIFAR-100 long-tailed (test) (Specific Imbalance Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:54.567Z Evaluation of Image Classification performance on the test split of the CIFAR-100 Long-Tailed dataset, reporting Top-1 accuracy metrics specifically calculated under different class imbalance ratios (rho=50, 100, 200). 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 long-tailed (test) | | Metric | Top-1 Acc (rho=200) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 (rho=200)](): Higher is better; unit: PERCENT. - [Top-1 Acc (rho=100)](): Higher is better; unit: PERCENT. - [Top-1 Acc (rho=50)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc (rho=200) | Result date | Report paper | | --- | --- | --- | --- | | NPE-LA | 43.96 | Not recorded | 699bdf2709c33900fcd80592 | | LA | 43.35 | Not recorded | 699bdf2709c33900fcd80592 | | NPE-LA | 42.99 | Not recorded | 699bdf2709c33900fcd80592 | | cRT | 41.58 | Not recorded | 699bdf2709c33900fcd80592 | | NPE-LA | 39.36 | Not recorded | 699bdf2709c33900fcd80592 | | NPE-LA | 38.85 | Not recorded | 699bdf2709c33900fcd80592 | | LA | 38.59 | Not recorded | 699bdf2709c33900fcd80592 | | cRT | 37.04 | Not recorded | 699bdf2709c33900fcd80592 | | CE | 37.04 | Not recorded | 699bdf2709c33900fcd80592 | | CE | 34.83 | Not recorded | 699bdf2709c33900fcd80592 | ### NPE-LA Top-1 Acc (rho=200): 43.96. Result ID: 699d046d5698665ec4a49317. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hyperparameter setting":"HP-2","Number of PEMs":16}. This record does not assert independent reproduction. ### LA Top-1 Acc (rho=200): 43.35. Result ID: 699d046d5698665ec4a49315. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hyperparameter setting":"HP-2"}. This record does not assert independent reproduction. ### NPE-LA Top-1 Acc (rho=200): 42.99. Result ID: 699d046d5698665ec4a49316. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hyperparameter setting":"HP-2","Number of PEMs":1}. This record does not assert independent reproduction. ### cRT Top-1 Acc (rho=200): 41.58. Result ID: 699d046d5698665ec4a49314. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hyperparameter setting":"HP-2"}. This record does not assert independent reproduction. ### NPE-LA Top-1 Acc (rho=200): 39.36. Result ID: 699d046d5698665ec4a4930d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hyperparameter setting":"HP-1","Number of PEMs":"16"}. This record does not assert independent reproduction. ### NPE-LA Top-1 Acc (rho=200): 38.85. Result ID: 699d046d5698665ec4a4930c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hyperparameter setting":"HP-1","Number of PEMs":"1"}. This record does not assert independent reproduction. ### LA Top-1 Acc (rho=200): 38.59. Result ID: 699d046d5698665ec4a4930b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hyperparameter setting":"HP-1"}. This record does not assert independent reproduction. ### cRT Top-1 Acc (rho=200): 37.04. Result ID: 699d046d5698665ec4a4930a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hyperparameter setting":"HP-1"}. This record does not assert independent reproduction. ### CE Top-1 Acc (rho=200): 37.04. Result ID: 699d046d5698665ec4a49313. [Reporting paper]() Recorded evaluation configuration: {"Hyperparameter setting":"HP-2"}. This record does not assert independent reproduction. ### CE Top-1 Acc (rho=200): 34.83. Result ID: 699d046d5698665ec4a49309. [Reporting paper]() Recorded evaluation configuration: {"Hyperparameter setting":"HP-1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.