# Online Continual Self-Supervised Learning on iNaturalist Source: [Online Continual Self-Supervised Learning on iNaturalist]() Collection index: [llms.txt]() Data updated: 2026-04-14T09:38:05.703Z Evaluation of model performance under an Online Continual Self-Supervised Learning protocol on the iNaturalist dataset, reporting Final Accuracy and Average Accuracy. 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 | Online Continual Self-Supervised Learning | | Dataset (including any stated split) | iNaturalist | | Metric | Final Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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 - [Final Accuracy](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Final Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SOLAR | 44.11 | Not recorded | 69ddca167d0172140ec79a08 | | FIFO | 43.91 | Not recorded | 69ddca167d0172140ec79a08 | | Reservoir | 42.67 | Not recorded | 69ddca167d0172140ec79a08 | | pretrained | 36.42 | Not recorded | 69ddca167d0172140ec79a08 | ### SOLAR Final Accuracy: 44.11. Result ID: 69de0af747f34ce924c5d465. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Starting Point":"Pretrained network"}. This record does not assert independent reproduction. ### FIFO Final Accuracy: 43.91. Result ID: 69de0af747f34ce924c5d464. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Starting Point":"Pretrained network"}. This record does not assert independent reproduction. ### Reservoir Final Accuracy: 42.67. Result ID: 69de0af747f34ce924c5d463. [Reporting paper]() Recorded evaluation configuration: {"Starting Point":"Pretrained network"}. This record does not assert independent reproduction. ### pretrained Final Accuracy: 36.42. Result ID: 69de0af747f34ce924c5d462. [Reporting paper]() Recorded evaluation configuration: {"Starting Point":"Pretrained network"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.