# Offline Task-Incremental Continual Learning on Tiny-ImageNet Sequential Source: [Offline Task-Incremental Continual Learning on Tiny-ImageNet Sequential]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:16.270Z Evaluation of model performance on the Tiny-ImageNet Sequential dataset using an Offline Task-Incremental Continual Learning protocol, reporting 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 | Offline Task-Incremental Continual Learning | | Dataset (including any stated split) | Tiny-ImageNet Sequential | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | GCR | 66.7 | Not recorded | 68fa6c591e209131cea337bf | | DER | 64.86 | Not recorded | 68fa6c591e209131cea337bf | | ER | 62.04 | Not recorded | 68fa6c591e209131cea337bf | | DER | 53.32 | Not recorded | 68fa6c591e209131cea337bf | | GCR | 52.99 | Not recorded | 68fa6c591e209131cea337bf | | iCaRL | 49.07 | Not recorded | 68fa6c591e209131cea337bf | | ER | 47.86 | Not recorded | 68fa6c591e209131cea337bf | | GSS | 43.75 | Not recorded | 68fa6c591e209131cea337bf | | DER | 42.27 | Not recorded | 68fa6c591e209131cea337bf | | GCR | 42.11 | Not recorded | 68fa6c591e209131cea337bf | | ER | 38.83 | Not recorded | 68fa6c591e209131cea337bf | | GSS | 36.52 | Not recorded | 68fa6c591e209131cea337bf | | iCaRL | 35.86 | Not recorded | 68fa6c591e209131cea337bf | | GSS | 31.77 | Not recorded | 68fa6c591e209131cea337bf | | iCaRL | 22.89 | Not recorded | 68fa6c591e209131cea337bf | ### GCR Accuracy: 66.7. Result ID: 698f085d3a6c314849f5195a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K (Memory Size)":"2000"}. This record does not assert independent reproduction. ### DER Accuracy: 64.86. Result ID: 698f085d3a6c314849f51957. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K (Memory Size)":"2000"}. This record does not assert independent reproduction. ### ER Accuracy: 62.04. Result ID: 698f085d3a6c314849f5194e. [Reporting paper]() Recorded evaluation configuration: {"K (Memory Size)":"2000"}. This record does not assert independent reproduction. ### DER Accuracy: 53.32. Result ID: 698f085d3a6c314849f51956. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K (Memory Size)":"500"}. This record does not assert independent reproduction. ### GCR Accuracy: 52.99. Result ID: 698f085d3a6c314849f51959. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K (Memory Size)":"500"}. This record does not assert independent reproduction. ### iCaRL Accuracy: 49.07. Result ID: 698f085d3a6c314849f51954. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K (Memory Size)":"2000"}. This record does not assert independent reproduction. ### ER Accuracy: 47.86. Result ID: 698f085d3a6c314849f5194d. [Reporting paper]() Recorded evaluation configuration: {"K (Memory Size)":"500"}. This record does not assert independent reproduction. ### GSS Accuracy: 43.75. Result ID: 698f085d3a6c314849f51951. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K (Memory Size)":"2000"}. This record does not assert independent reproduction. ### DER Accuracy: 42.27. Result ID: 698f085d3a6c314849f51955. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"K (Memory Size)":"200"}. This record does not assert independent reproduction. ### GCR Accuracy: 42.11. Result ID: 698f085d3a6c314849f51958. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K (Memory Size)":"200"}. This record does not assert independent reproduction. ### ER Accuracy: 38.83. Result ID: 698f085d3a6c314849f5194c. [Reporting paper]() Recorded evaluation configuration: {"K (Memory Size)":"200"}. This record does not assert independent reproduction. ### GSS Accuracy: 36.52. Result ID: 698f085d3a6c314849f51950. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K (Memory Size)":"500"}. This record does not assert independent reproduction. ### iCaRL Accuracy: 35.86. Result ID: 698f085d3a6c314849f51953. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K (Memory Size)":"500"}. This record does not assert independent reproduction. ### GSS Accuracy: 31.77. Result ID: 698f085d3a6c314849f5194f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K (Memory Size)":"200"}. This record does not assert independent reproduction. ### iCaRL Accuracy: 22.89. Result ID: 698f085d3a6c314849f51952. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K (Memory Size)":"200"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.