# Task Incremental Learning on S-ImageNet-1K 100 tasks (test) Source: [Task Incremental Learning on S-ImageNet-1K 100 tasks (test)]() Collection index: [llms.txt]() Data updated: 2026-03-17T08:44:52.126Z Evaluation of computational resource utilization (time and memory) for models undergoing Task Incremental Learning on the S-ImageNet-1K dataset configured with 100 tasks, evaluated on the test split. 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 | Task Incremental Learning | | Dataset (including any stated split) | S-ImageNet-1K 100 tasks 1.0 (test) | | Metric | Training Time (Hours) | | Unit | TIME | | Direction | Lower 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 - [Training Time (Hours)](): Lower is better; unit: TIME. - [GPU Memory (GB)](): Lower is better; unit: SIZE. - [HDD Memory (GB)](): Lower is better; unit: SIZE. ## Recorded results | Method | Training Time (Hours) | Result date | Report paper | | --- | --- | --- | --- | | iCaRL | 38.75 | Not recorded | 69b8dfed0636e5bf4afbe876 | | ADC | 45.43 | Not recorded | 69b8dfed0636e5bf4afbe876 | | FeCAM | 50.28 | Not recorded | 69b8dfed0636e5bf4afbe876 | | DER | 65.79 | Not recorded | 69b8dfed0636e5bf4afbe876 | | LDC | 73.2 | Not recorded | 69b8dfed0636e5bf4afbe876 | | DER++ | 83.4 | Not recorded | 69b8dfed0636e5bf4afbe876 | | C-Flat | 105.03 | Not recorded | 69b8dfed0636e5bf4afbe876 | | CSReL | 214.61 | Not recorded | 69b8dfed0636e5bf4afbe876 | | ProtoCore | 252.69 | Not recorded | 69b8dfed0636e5bf4afbe876 | | BCSR | 287.84 | Not recorded | 69b8dfed0636e5bf4afbe876 | | OCS | 313.44 | Not recorded | 69b8dfed0636e5bf4afbe876 | | OnPro | 316.21 | Not recorded | 69b8dfed0636e5bf4afbe876 | | PBCS | 391.63 | Not recorded | 69b8dfed0636e5bf4afbe876 | ### iCaRL Training Time (Hours): 38.75. Result ID: 69b9147647f34ce924a1b183. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ADC Training Time (Hours): 45.43. Result ID: 69b9147647f34ce924a1b189. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FeCAM Training Time (Hours): 50.28. Result ID: 69b9147647f34ce924a1b188. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DER Training Time (Hours): 65.79. Result ID: 69b9147647f34ce924a1b184. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LDC Training Time (Hours): 73.2. Result ID: 69b9147647f34ce924a1b187. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DER++ Training Time (Hours): 83.4. Result ID: 69b9147647f34ce924a1b185. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### C-Flat Training Time (Hours): 105.03. Result ID: 69b9147647f34ce924a1b186. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CSReL Training Time (Hours): 214.61. Result ID: 69b9147647f34ce924a1b17e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ProtoCore Training Time (Hours): 252.69. Result ID: 69b9147647f34ce924a1b18a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BCSR Training Time (Hours): 287.84. Result ID: 69b9147647f34ce924a1b17f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OCS Training Time (Hours): 313.44. Result ID: 69b9147647f34ce924a1b180. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OnPro Training Time (Hours): 316.21. Result ID: 69b9147647f34ce924a1b182. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PBCS Training Time (Hours): 391.63. Result ID: 69b9147647f34ce924a1b181. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.