# Image Classification on R-MNIST Domain-IL Source: [Image Classification on R-MNIST Domain-IL]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:45.618Z Evaluation of Image Classification performance on the R-MNIST Domain-IL dataset. 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) | R-MNIST Domain-IL | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 | 95.76 | Not recorded | 68fa68a11e209131cea1d3e2 | | DER++ | 94.65 | Not recorded | 68fa68a11e209131cea1d3e2 | | FDR | 94.19 | Not recorded | 68fa68a11e209131cea1d3e2 | | DER | 94.14 | Not recorded | 68fa68a11e209131cea1d3e2 | | ER | 93.45 | Not recorded | 68fa68a11e209131cea1d3e2 | | DER++ | 92.77 | Not recorded | 68fa68a11e209131cea1d3e2 | | DER | 92.24 | Not recorded | 68fa68a11e209131cea1d3e2 | | HAL | 91.17 | Not recorded | 68fa68a11e209131cea1d3e2 | | DER++ | 90.43 | Not recorded | 68fa68a11e209131cea1d3e2 | | DER | 90.04 | Not recorded | 68fa68a11e209131cea1d3e2 | | FDR | 89.67 | Not recorded | 68fa68a11e209131cea1d3e2 | | ER | 88.91 | Not recorded | 68fa68a11e209131cea1d3e2 | | GEM | 88.57 | Not recorded | 68fa68a11e209131cea1d3e2 | | GSS | 85.24 | Not recorded | 68fa68a11e209131cea1d3e2 | | FDR | 85.22 | Not recorded | 68fa68a11e209131cea1d3e2 | | ER | 85.01 | Not recorded | 68fa68a11e209131cea1d3e2 | | HAL | 85 | Not recorded | 68fa68a11e209131cea1d3e2 | | HAL | 84.02 | Not recorded | 68fa68a11e209131cea1d3e2 | | A-GEM | 81.91 | Not recorded | 68fa68a11e209131cea1d3e2 | | GSS | 81.58 | Not recorded | 68fa68a11e209131cea1d3e2 | | GEM | 81.15 | Not recorded | 68fa68a11e209131cea1d3e2 | | GEM | 80.8 | Not recorded | 68fa68a11e209131cea1d3e2 | | A-GEM | 80.31 | Not recorded | 68fa68a11e209131cea1d3e2 | | A-GEM | 80.18 | Not recorded | 68fa68a11e209131cea1d3e2 | | GSS | 79.5 | Not recorded | 68fa68a11e209131cea1d3e2 | | oEWC | 77.35 | Not recorded | 68fa68a11e209131cea1d3e2 | | SI | 71.91 | Not recorded | 68fa68a11e209131cea1d3e2 | | SGD | 67.66 | Not recorded | 68fa68a11e209131cea1d3e2 | ### JOINT Accuracy: 95.76. Result ID: 698d7acc8b517eb43321d403. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DER++ Accuracy: 94.65. Result ID: 698d7acc8b517eb43321d41e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":5120}. This record does not assert independent reproduction. ### FDR Accuracy: 94.19. Result ID: 698d7acc8b517eb43321d41a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":5120}. This record does not assert independent reproduction. ### DER Accuracy: 94.14. Result ID: 698d7acc8b517eb43321d41d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":5120}. This record does not assert independent reproduction. ### ER Accuracy: 93.45. Result ID: 698d7acc8b517eb43321d417. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":5120}. This record does not assert independent reproduction. ### DER++ Accuracy: 92.77. Result ID: 698d7acc8b517eb43321d416. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":500}. This record does not assert independent reproduction. ### DER Accuracy: 92.24. Result ID: 698d7acc8b517eb43321d415. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":500}. This record does not assert independent reproduction. ### HAL Accuracy: 91.17. Result ID: 698d7acc8b517eb43321d41c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":5120}. This record does not assert independent reproduction. ### DER++ Accuracy: 90.43. Result ID: 698d7acc8b517eb43321d40e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":200}. This record does not assert independent reproduction. ### DER Accuracy: 90.04. Result ID: 698d7acc8b517eb43321d40d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":200}. This record does not assert independent reproduction. ### FDR Accuracy: 89.67. Result ID: 698d7acc8b517eb43321d412. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":500}. This record does not assert independent reproduction. ### ER Accuracy: 88.91. Result ID: 698d7acc8b517eb43321d40f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":500}. This record does not assert independent reproduction. ### GEM Accuracy: 88.57. Result ID: 698d7acc8b517eb43321d418. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":5120}. This record does not assert independent reproduction. ### GSS Accuracy: 85.24. Result ID: 698d7acc8b517eb43321d41b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":5120}. This record does not assert independent reproduction. ### FDR Accuracy: 85.22. Result ID: 698d7acc8b517eb43321d40a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":200}. This record does not assert independent reproduction. ### ER Accuracy: 85.01. Result ID: 698d7acc8b517eb43321d407. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":200}. This record does not assert independent reproduction. ### HAL Accuracy: 85. Result ID: 698d7acc8b517eb43321d414. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":500}. This record does not assert independent reproduction. ### HAL Accuracy: 84.02. Result ID: 698d7acc8b517eb43321d40c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":200}. This record does not assert independent reproduction. ### A-GEM Accuracy: 81.91. Result ID: 698d7acc8b517eb43321d409. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":200}. This record does not assert independent reproduction. ### GSS Accuracy: 81.58. Result ID: 698d7acc8b517eb43321d413. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":500}. This record does not assert independent reproduction. ### GEM Accuracy: 81.15. Result ID: 698d7acc8b517eb43321d410. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":500}. This record does not assert independent reproduction. ### GEM Accuracy: 80.8. Result ID: 698d7acc8b517eb43321d408. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":200}. This record does not assert independent reproduction. ### A-GEM Accuracy: 80.31. Result ID: 698d7acc8b517eb43321d411. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":500}. This record does not assert independent reproduction. ### A-GEM Accuracy: 80.18. Result ID: 698d7acc8b517eb43321d419. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Buffer size":5120}. This record does not assert independent reproduction. ### GSS Accuracy: 79.5. Result ID: 698d7acc8b517eb43321d40b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Buffer size":200}. This record does not assert independent reproduction. ### oEWC Accuracy: 77.35. Result ID: 698d7acc8b517eb43321d405. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SI Accuracy: 71.91. Result ID: 698d7acc8b517eb43321d406. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SGD Accuracy: 67.66. Result ID: 698d7acc8b517eb43321d404. [Reporting 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.