# Continual Clustering on Skin Source: [Continual Clustering on Skin]() Collection index: [llms.txt]() Data updated: 2026-05-12T09:23:20.505Z Evaluation of continual clustering performance on the Skin dataset, reporting Average Incremental (AI) and Backward Transfer (BWT) metrics based on ARI and NMI. 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 | Continual Clustering | | Dataset (including any stated split) | Skin | | Metric | AI ARI | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [AI ARI](): Higher is better; unit: PERCENT. - [AI NMI](): Higher is better; unit: PERCENT. - [BWT NMI](): Higher is better; unit: SCALAR. - [BWT ARI](): Higher is better; unit: SCALAR. - [AI AMI](): Higher is better; unit: PERCENT. ## Recorded results | Method | AI ARI | Result date | Report paper | | --- | --- | --- | --- | | TCA | 84.6 | Not recorded | 68fa6f2e1e209131cea444b1 | | CAEA | 82.1 | Not recorded | 68fa6f2e1e209131cea444b1 | | CAE | 82 | Not recorded | 68fa6f2e1e209131cea444b1 | | CAE | 81.8 | Not recorded | 6a02b434dbc836b87d824822 | | ASOINN | 75.8 | Not recorded | 68fa6f2e1e209131cea444b1 | | ASOINN | 71.4 | Not recorded | 68fa6f2e1e209131cea444b1 | | CAEA | 69.8 | Not recorded | 68fa6f2e1e209131cea444b1 | | PHIDA | 58.7 | Not recorded | 6a02b434dbc836b87d824822 | | IDAT | 58.1 | Not recorded | 6a02b434dbc836b87d824822 | | SOINN+ | 54.1 | Not recorded | 6a02b434dbc836b87d824822 | | SOINN+ | 54 | Not recorded | 68fa6f2e1e209131cea444b1 | | CAEA | 50.8 | Not recorded | 6a02b434dbc836b87d824822 | | TCA | 50 | Not recorded | 68fa6f2e1e209131cea444b1 | ### TCA AI ARI: 84.6. Result ID: 699af7255698665ec4888d2f. [Reporting paper]() Recorded evaluation configuration: {"aggregation":"standard"}. This record does not assert independent reproduction. ### CAEA AI ARI: 82.1. Result ID: 699af7255698665ec4888d31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"aggregation":"standard"}. This record does not assert independent reproduction. ### CAE AI ARI: 82. Result ID: 699af7255698665ec4888d33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CAE AI ARI: 81.8. Result ID: 6a02f16e47f34ce924e5f676. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ASOINN AI ARI: 75.8. Result ID: 699af7255698665ec4888d2c. [Reporting paper]() Recorded evaluation configuration: {"aggregation":"standard"}. This record does not assert independent reproduction. ### ASOINN AI ARI: 71.4. Result ID: 699af7255698665ec4888d2d. [Reporting paper]() Recorded evaluation configuration: {"aggregation":"mean"}. This record does not assert independent reproduction. ### CAEA AI ARI: 69.8. Result ID: 699af7255698665ec4888d32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"aggregation":"mean"}. This record does not assert independent reproduction. ### PHIDA AI ARI: 58.7. Result ID: 6a02f16e47f34ce924e5f678. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IDAT AI ARI: 58.1. Result ID: 6a02f16e47f34ce924e5f677. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SOINN+ AI ARI: 54.1. Result ID: 6a02f16e47f34ce924e5f674. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SOINN+ AI ARI: 54. Result ID: 699af7255698665ec4888d2e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CAEA AI ARI: 50.8. Result ID: 6a02f16e47f34ce924e5f675. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TCA AI ARI: 50. Result ID: 699af7255698665ec4888d30. [Reporting paper]() Recorded evaluation configuration: {"aggregation":"mean"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.