# Class-Incremental Learning on Tiny-ImageNet (incremental) Source: [Class-Incremental Learning on Tiny-ImageNet (incremental)]() Collection index: [llms.txt]() Data updated: 2026-05-15T09:20:06.017Z Evaluation of Class-Incremental Learning performance on the Tiny-ImageNet dataset under an incremental setting, focusing on the ranking quality of past class forgetting measured by Spearman's correlation. 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 | Ranking past classes by forgetting | | Dataset (including any stated split) | Tiny-ImageNet (incremental) | | Metric | Spearman's Rho | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Spearman's Rho](): Higher is better; unit: SCALAR. ## Recorded results | Method | Spearman's Rho | Result date | Report paper | | --- | --- | --- | --- | | Last-Layer Imbalanced Forgetting Coefficients | 0.77 | Not recorded | 6a06a8b8dbc836b87d82a204 | | Last-Layer Imbalanced Forgetting Coefficients | 0.74 | Not recorded | 6a06a8b8dbc836b87d82a204 | | Last-Layer Imbalanced Forgetting Coefficients | 0.72 | Not recorded | 6a06a8b8dbc836b87d82a204 | | New-Dataset Interference Coefficient (NIC) | 0.53 | Not recorded | 6a06a8b8dbc836b87d82a204 | | New-Dataset Interference Coefficient (NIC) | 0.53 | Not recorded | 6a06a8b8dbc836b87d82a204 | | LOG-SIM | 0.49 | Not recorded | 6a06a8b8dbc836b87d82a204 | | New-Dataset Interference Coefficient (NIC) | 0.46 | Not recorded | 6a06a8b8dbc836b87d82a204 | | LOG-SIM | 0.45 | Not recorded | 6a06a8b8dbc836b87d82a204 | | LOG-SIM | 0.26 | Not recorded | 6a06a8b8dbc836b87d82a204 | ### Last-Layer Imbalanced Forgetting Coefficients Spearman's Rho: 0.77. Result ID: 6a06e53547f34ce924eed6a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Incremental Step":"2","Subset":"{10%, 20%}","Evaluation Protocol":"SW-LOO"}. This record does not assert independent reproduction. ### Last-Layer Imbalanced Forgetting Coefficients Spearman's Rho: 0.74. Result ID: 6a06e53547f34ce924eed6a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Incremental Step":"2","Evaluation Protocol":"SW-LOO"}. This record does not assert independent reproduction. ### Last-Layer Imbalanced Forgetting Coefficients Spearman's Rho: 0.72. Result ID: 6a06e53547f34ce924eed6a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Incremental Step":"3","Evaluation Protocol":"SW-LOO"}. This record does not assert independent reproduction. ### New-Dataset Interference Coefficient (NIC) Spearman's Rho: 0.53. Result ID: 6a06e53547f34ce924eed6a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Incremental Step":"2"}. This record does not assert independent reproduction. ### New-Dataset Interference Coefficient (NIC) Spearman's Rho: 0.53. Result ID: 6a06e53547f34ce924eed6a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Incremental Step":"2","Subset":"{10%, 20%}"}. This record does not assert independent reproduction. ### LOG-SIM Spearman's Rho: 0.49. Result ID: 6a06e53547f34ce924eed6ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Incremental Step":"2","Subset":"{10%, 20%}"}. This record does not assert independent reproduction. ### New-Dataset Interference Coefficient (NIC) Spearman's Rho: 0.46. Result ID: 6a06e53547f34ce924eed6aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Incremental Step":"3"}. This record does not assert independent reproduction. ### LOG-SIM Spearman's Rho: 0.45. Result ID: 6a06e53547f34ce924eed6ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Incremental Step":"2"}. This record does not assert independent reproduction. ### LOG-SIM Spearman's Rho: 0.26. Result ID: 6a06e53547f34ce924eed6ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Incremental Step":"3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.