# Online Class Incremental Learning on CIFAR-10 Source: [Online Class Incremental Learning on CIFAR-10]() Collection index: [llms.txt]() Data updated: 2026-04-16T06:43:47.015Z Evaluation of model performance under an Online Class-Incremental Learning setting using the CIFAR-10 dataset, measured by 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 Class Incremental Learning | | Dataset (including any stated split) | CIFAR-10 | | Metric | Average Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Average Accuracy | Result date | Report paper | | --- | --- | --- | --- | | OTC | 76.1 | Not recorded | 68fa6e1b1e209131cea3dd51 | | BiC+AC | 75.8 | Not recorded | 68fa6e1b1e209131cea3dd51 | | OnPro | 74.7 | Not recorded | 68fa6e1b1e209131cea3dd51 | | OCM | 73.2 | Not recorded | 68fa6e1b1e209131cea3dd51 | | OTC | 72 | Not recorded | 68fa6e1b1e209131cea3dd51 | | BiC+AC | 71.2 | Not recorded | 68fa6e1b1e209131cea3dd51 | | MOSE | 70.7 | Not recorded | 68fa6e1b1e209131cea3dd51 | | OnPro | 70.5 | Not recorded | 68fa6e1b1e209131cea3dd51 | | GSA | 69.1 | Not recorded | 68fa6e1b1e209131cea3dd51 | | OCM | 66.2 | Not recorded | 68fa6e1b1e209131cea3dd51 | | SBS | 64.8 | Not recorded | 68fa6e1b1e209131cea3dd51 | | OTC | 64.8 | Not recorded | 68fa6e1b1e209131cea3dd51 | | GSA | 64.6 | Not recorded | 68fa6e1b1e209131cea3dd51 | | BiC+AC | 63.5 | Not recorded | 68fa6e1b1e209131cea3dd51 | | OnPro | 62.7 | Not recorded | 68fa6e1b1e209131cea3dd51 | | ER | 62.3 | Not recorded | 68fa6e1b1e209131cea3dd51 | | MOSE | 61.1 | Not recorded | 68fa6e1b1e209131cea3dd51 | | OCM | 61 | Not recorded | 68fa6e1b1e209131cea3dd51 | | SBS | 58.3 | Not recorded | 68fa6e1b1e209131cea3dd51 | | GSA | 58 | Not recorded | 68fa6e1b1e209131cea3dd51 | | ER | 56.7 | Not recorded | 68fa6e1b1e209131cea3dd51 | | MOSE | 53.3 | Not recorded | 68fa6e1b1e209131cea3dd51 | | SBS | 52.2 | Not recorded | 68fa6e1b1e209131cea3dd51 | | ER | 51.2 | Not recorded | 68fa6e1b1e209131cea3dd51 | | ASER | 44.7 | Not recorded | 68fa6e1b1e209131cea3dd51 | | CoPE | 43.8 | Not recorded | 68fa6e1b1e209131cea3dd51 | | CoPE | 42.9 | Not recorded | 68fa6e1b1e209131cea3dd51 | | CoPE | 37.3 | Not recorded | 68fa6e1b1e209131cea3dd51 | | ASER | 36.2 | Not recorded | 68fa6e1b1e209131cea3dd51 | | ASER | 27.8 | Not recorded | 68fa6e1b1e209131cea3dd51 | ### OTC Average Accuracy: 76.1. Result ID: 69e0850b47f34ce924c92e4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"1k"}. This record does not assert independent reproduction. ### BiC+AC Average Accuracy: 75.8. Result ID: 69e0850b47f34ce924c92e47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"1k"}. This record does not assert independent reproduction. ### OnPro Average Accuracy: 74.7. Result ID: 69e0850b47f34ce924c92e3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"1k"}. This record does not assert independent reproduction. ### OCM Average Accuracy: 73.2. Result ID: 69e0850b47f34ce924c92e38. [Reporting paper]() Recorded evaluation configuration: {"Memory buffer size":"1k"}. This record does not assert independent reproduction. ### OTC Average Accuracy: 72. Result ID: 69e0850b47f34ce924c92e49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"0.5k"}. This record does not assert independent reproduction. ### BiC+AC Average Accuracy: 71.2. Result ID: 69e0850b47f34ce924c92e46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"0.5k"}. This record does not assert independent reproduction. ### MOSE Average Accuracy: 70.7. Result ID: 69e0850b47f34ce924c92e41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"1k"}. This record does not assert independent reproduction. ### OnPro Average Accuracy: 70.5. Result ID: 69e0850b47f34ce924c92e3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"0.5k"}. This record does not assert independent reproduction. ### GSA Average Accuracy: 69.1. Result ID: 69e0850b47f34ce924c92e3b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory buffer size":"1k"}. This record does not assert independent reproduction. ### OCM Average Accuracy: 66.2. Result ID: 69e0850b47f34ce924c92e37. [Reporting paper]() Recorded evaluation configuration: {"Memory buffer size":"0.5k"}. This record does not assert independent reproduction. ### SBS Average Accuracy: 64.8. Result ID: 69e0850b47f34ce924c92e44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"1k"}. This record does not assert independent reproduction. ### OTC Average Accuracy: 64.8. Result ID: 69e0850b47f34ce924c92e48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"0.2k"}. This record does not assert independent reproduction. ### GSA Average Accuracy: 64.6. Result ID: 69e0850b47f34ce924c92e3a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory buffer size":"0.5k"}. This record does not assert independent reproduction. ### BiC+AC Average Accuracy: 63.5. Result ID: 69e0850b47f34ce924c92e45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"0.2k"}. This record does not assert independent reproduction. ### OnPro Average Accuracy: 62.7. Result ID: 69e0850b47f34ce924c92e3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"0.2k"}. This record does not assert independent reproduction. ### ER Average Accuracy: 62.3. Result ID: 69e0850b47f34ce924c92e2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"1k"}. This record does not assert independent reproduction. ### MOSE Average Accuracy: 61.1. Result ID: 69e0850b47f34ce924c92e40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"0.5k"}. This record does not assert independent reproduction. ### OCM Average Accuracy: 61. Result ID: 69e0850b47f34ce924c92e36. [Reporting paper]() Recorded evaluation configuration: {"Memory buffer size":"0.2k"}. This record does not assert independent reproduction. ### SBS Average Accuracy: 58.3. Result ID: 69e0850b47f34ce924c92e43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"0.5k"}. This record does not assert independent reproduction. ### GSA Average Accuracy: 58. Result ID: 69e0850b47f34ce924c92e39. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Memory buffer size":"0.2k"}. This record does not assert independent reproduction. ### ER Average Accuracy: 56.7. Result ID: 69e0850b47f34ce924c92e2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"0.5k"}. This record does not assert independent reproduction. ### MOSE Average Accuracy: 53.3. Result ID: 69e0850b47f34ce924c92e3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"0.2k"}. This record does not assert independent reproduction. ### SBS Average Accuracy: 52.2. Result ID: 69e0850b47f34ce924c92e42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"0.2k"}. This record does not assert independent reproduction. ### ER Average Accuracy: 51.2. Result ID: 69e0850b47f34ce924c92e2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"0.2k"}. This record does not assert independent reproduction. ### ASER Average Accuracy: 44.7. Result ID: 69e0850b47f34ce924c92e32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"1k"}. This record does not assert independent reproduction. ### CoPE Average Accuracy: 43.8. Result ID: 69e0850b47f34ce924c92e35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"1k"}. This record does not assert independent reproduction. ### CoPE Average Accuracy: 42.9. Result ID: 69e0850b47f34ce924c92e34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"0.5k"}. This record does not assert independent reproduction. ### CoPE Average Accuracy: 37.3. Result ID: 69e0850b47f34ce924c92e33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"0.2k"}. This record does not assert independent reproduction. ### ASER Average Accuracy: 36.2. Result ID: 69e0850b47f34ce924c92e31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"0.5k"}. This record does not assert independent reproduction. ### ASER Average Accuracy: 27.8. Result ID: 69e0850b47f34ce924c92e30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Memory buffer size":"0.2k"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.