# Image Classification on S-Tiny-ImageNet Class-IL Source: [Image Classification on S-Tiny-ImageNet Class-IL]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:45.156Z Evaluation of Image Classification performance on the S-Tiny-ImageNet dataset, specifically configured for Class-Incremental Learning (Class-IL). 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 | Image Classification | | Dataset (including any stated split) | S-Tiny-ImageNet Class-IL | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 23 of 23 | | 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 | | --- | --- | --- | --- | | JOINT | 59.99 | Not recorded | 68fa68a11e209131cea1d3e2 | | DER++ | 39.02 | Not recorded | 68fa68a11e209131cea1d3e2 | | DER | 36.73 | Not recorded | 68fa68a11e209131cea1d3e2 | | FDR | 28.97 | Not recorded | 68fa68a11e209131cea1d3e2 | | ER | 27.4 | Not recorded | 68fa68a11e209131cea1d3e2 | | DER++ | 19.38 | Not recorded | 68fa68a11e209131cea1d3e2 | | DER | 17.75 | Not recorded | 68fa68a11e209131cea1d3e2 | | iCaRL | 14.08 | Not recorded | 68fa68a11e209131cea1d3e2 | | DER | 11.87 | Not recorded | 68fa68a11e209131cea1d3e2 | | DER++ | 10.96 | Not recorded | 68fa68a11e209131cea1d3e2 | | FDR | 10.54 | Not recorded | 68fa68a11e209131cea1d3e2 | | ER | 9.99 | Not recorded | 68fa68a11e209131cea1d3e2 | | iCaRL | 9.38 | Not recorded | 68fa68a11e209131cea1d3e2 | | FDR | 8.7 | Not recorded | 68fa68a11e209131cea1d3e2 | | ER | 8.49 | Not recorded | 68fa68a11e209131cea1d3e2 | | LwF | 8.46 | Not recorded | 68fa68a11e209131cea1d3e2 | | A-GEM | 8.07 | Not recorded | 68fa68a11e209131cea1d3e2 | | A-GEM | 8.06 | Not recorded | 68fa68a11e209131cea1d3e2 | | A-GEM | 7.96 | Not recorded | 68fa68a11e209131cea1d3e2 | | SGD | 7.92 | Not recorded | 68fa68a11e209131cea1d3e2 | | oEWC | 7.58 | Not recorded | 68fa68a11e209131cea1d3e2 | | iCaRL | 7.53 | Not recorded | 68fa68a11e209131cea1d3e2 | | SI | 6.58 | Not recorded | 68fa68a11e209131cea1d3e2 | ### JOINT Accuracy: 59.99. Result ID: 698d7acc8b517eb43321d3b8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DER++ Accuracy: 39.02. Result ID: 698d7acc8b517eb43321d3ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":5120}. This record does not assert independent reproduction. ### DER Accuracy: 36.73. Result ID: 698d7acc8b517eb43321d3cd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":5120}. This record does not assert independent reproduction. ### FDR Accuracy: 28.97. Result ID: 698d7acc8b517eb43321d3cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":5120}. This record does not assert independent reproduction. ### ER Accuracy: 27.4. Result ID: 698d7acc8b517eb43321d3c9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":5120}. This record does not assert independent reproduction. ### DER++ Accuracy: 19.38. Result ID: 698d7acc8b517eb43321d3c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":500}. This record does not assert independent reproduction. ### DER Accuracy: 17.75. Result ID: 698d7acc8b517eb43321d3c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":500}. This record does not assert independent reproduction. ### iCaRL Accuracy: 14.08. Result ID: 698d7acc8b517eb43321d3cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":5120}. This record does not assert independent reproduction. ### DER Accuracy: 11.87. Result ID: 698d7acc8b517eb43321d3c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":200}. This record does not assert independent reproduction. ### DER++ Accuracy: 10.96. Result ID: 698d7acc8b517eb43321d3c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":200}. This record does not assert independent reproduction. ### FDR Accuracy: 10.54. Result ID: 698d7acc8b517eb43321d3c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":500}. This record does not assert independent reproduction. ### ER Accuracy: 9.99. Result ID: 698d7acc8b517eb43321d3c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":500}. This record does not assert independent reproduction. ### iCaRL Accuracy: 9.38. Result ID: 698d7acc8b517eb43321d3c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":500}. This record does not assert independent reproduction. ### FDR Accuracy: 8.7. Result ID: 698d7acc8b517eb43321d3c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":200}. This record does not assert independent reproduction. ### ER Accuracy: 8.49. Result ID: 698d7acc8b517eb43321d3bd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":200}. This record does not assert independent reproduction. ### LwF Accuracy: 8.46. Result ID: 698d7acc8b517eb43321d3bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### A-GEM Accuracy: 8.07. Result ID: 698d7acc8b517eb43321d3be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":200}. This record does not assert independent reproduction. ### A-GEM Accuracy: 8.06. Result ID: 698d7acc8b517eb43321d3c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":500}. This record does not assert independent reproduction. ### A-GEM Accuracy: 7.96. Result ID: 698d7acc8b517eb43321d3ca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":5120}. This record does not assert independent reproduction. ### SGD Accuracy: 7.92. Result ID: 698d7acc8b517eb43321d3b9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### oEWC Accuracy: 7.58. Result ID: 698d7acc8b517eb43321d3ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iCaRL Accuracy: 7.53. Result ID: 698d7acc8b517eb43321d3bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":200}. This record does not assert independent reproduction. ### SI Accuracy: 6.58. Result ID: 698d7acc8b517eb43321d3bb. [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.