# Multi-dataset Class-Incremental Learning on MDCII Order-II Average Source: [Multi-dataset Class-Incremental Learning on MDCII Order-II Average]() Collection index: [llms.txt]() Data updated: 2026-05-26T12:01:57.672Z Evaluation of model performance using Multi-dataset Class-Incremental Learning methodology on the MDCII Order-II Average benchmark, reporting Transfer, Average, and Last metrics. 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 | Multi-dataset Class-Incremental Learning | | Dataset (including any stated split) | MDCII Order-II Average | | Metric | Transfer 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 - [Transfer Accuracy](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. - [Last Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Transfer Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CLIP | 89.2 | Not recorded | 6a15294bdbd7150506f7e1d8 | | CMAP | 69.9 | Not recorded | 6a15294bdbd7150506f7e1d8 | | CLIP | 65.3 | Not recorded | 6a15294bdbd7150506f7e1d8 | | IAP | 64.9 | Not recorded | 6a15294bdbd7150506f7e1d8 | | MoE-Adapter | 64.3 | Not recorded | 6a15294bdbd7150506f7e1d8 | | ZSCL | 64.1 | Not recorded | 6a15294bdbd7150506f7e1d8 | | DIKI | 63.5 | Not recorded | 6a15294bdbd7150506f7e1d8 | | LwF | 53.2 | Not recorded | 6a15294bdbd7150506f7e1d8 | | LwF-VR | 53.1 | Not recorded | 6a15294bdbd7150506f7e1d8 | | DualPrompt | 52.1 | Not recorded | 6a15294bdbd7150506f7e1d8 | | WISE-FT | 51.1 | Not recorded | 6a15294bdbd7150506f7e1d8 | | iCaRL | 50.9 | Not recorded | 6a15294bdbd7150506f7e1d8 | | Continual-FT | 46.6 | Not recorded | 6a15294bdbd7150506f7e1d8 | | S-Prompts | 45.3 | Not recorded | 6a15294bdbd7150506f7e1d8 | | L2P | 42.5 | Not recorded | 6a15294bdbd7150506f7e1d8 | ### CLIP Transfer Accuracy: 89.2. Result ID: 6a158baffbc373592c0e24a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Mode":"Full Fine-tune"}. This record does not assert independent reproduction. ### CMAP Transfer Accuracy: 69.9. Result ID: 6a158baffbc373592c0e24b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP Transfer Accuracy: 65.3. Result ID: 6a158baffbc373592c0e24a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Mode":"Zero-shot"}. This record does not assert independent reproduction. ### IAP Transfer Accuracy: 64.9. Result ID: 6a158baffbc373592c0e24b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MoE-Adapter Transfer Accuracy: 64.3. Result ID: 6a158baffbc373592c0e24b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZSCL Transfer Accuracy: 64.1. Result ID: 6a158baffbc373592c0e24af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DIKI Transfer Accuracy: 63.5. Result ID: 6a158baffbc373592c0e24b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LwF Transfer Accuracy: 53.2. Result ID: 6a158baffbc373592c0e24ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LwF-VR Transfer Accuracy: 53.1. Result ID: 6a158baffbc373592c0e24ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualPrompt Transfer Accuracy: 52.1. Result ID: 6a158baffbc373592c0e24b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WISE-FT Transfer Accuracy: 51.1. Result ID: 6a158baffbc373592c0e24ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iCaRL Transfer Accuracy: 50.9. Result ID: 6a158baffbc373592c0e24ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Continual-FT Transfer Accuracy: 46.6. Result ID: 6a158baffbc373592c0e24aa. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### S-Prompts Transfer Accuracy: 45.3. Result ID: 6a158baffbc373592c0e24b2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### L2P Transfer Accuracy: 42.5. Result ID: 6a158baffbc373592c0e24b0. [Reporting paper]() [Method origin paper]() [Implementation]() 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.