# Image Classification on Aircraft MDCII Order-I (Metrics: Transfer, Average, Last) Source: [Image Classification on Aircraft MDCII Order-I (Metrics: Transfer, Average, Last)]() Collection index: [llms.txt]() Data updated: 2026-05-26T12:01:57.699Z Evaluation of Image Classification performance on the Aircraft MDCII Order-I dataset, 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 | Image Classification | | Dataset (including any stated split) | Aircraft MDCII Order-I | | Metric | Average Score | | Unit | PERCENT | | Direction | Higher 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 - [Average Score](): Higher is better; unit: PERCENT. - [Transfer Score](): Higher is better; unit: PERCENT. - [Last Epoch Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Average Score | Result date | Report paper | | --- | --- | --- | --- | | CMAP | 55.9 | Not recorded | 6a15294bdbd7150506f7e1d8 | | MoE-Adapter | 50.2 | Not recorded | 6a15294bdbd7150506f7e1d8 | | IAP | 45.9 | Not recorded | 6a15294bdbd7150506f7e1d8 | | DIKI | 45.4 | Not recorded | 6a15294bdbd7150506f7e1d8 | | ZSCL | 45.1 | Not recorded | 6a15294bdbd7150506f7e1d8 | | L2P | 38 | Not recorded | 6a15294bdbd7150506f7e1d8 | | DualPrompt | 37.8 | Not recorded | 6a15294bdbd7150506f7e1d8 | | S-Prompts | 37.5 | Not recorded | 6a15294bdbd7150506f7e1d8 | | LwF | 36.3 | Not recorded | 6a15294bdbd7150506f7e1d8 | | iCaRL | 35.5 | Not recorded | 6a15294bdbd7150506f7e1d8 | | LwF-VR | 29.6 | Not recorded | 6a15294bdbd7150506f7e1d8 | | WiSE-FT | 26.7 | Not recorded | 6a15294bdbd7150506f7e1d8 | | Continual-FT | 25.5 | Not recorded | 6a15294bdbd7150506f7e1d8 | ### CMAP Average Score: 55.9. Result ID: 6a158baffbc373592c0e24c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MoE-Adapter Average Score: 50.2. Result ID: 6a158baffbc373592c0e24c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IAP Average Score: 45.9. Result ID: 6a158baffbc373592c0e24c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DIKI Average Score: 45.4. Result ID: 6a158baffbc373592c0e24c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZSCL Average Score: 45.1. Result ID: 6a158baffbc373592c0e24bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### L2P Average Score: 38. Result ID: 6a158baffbc373592c0e24bd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualPrompt Average Score: 37.8. Result ID: 6a158baffbc373592c0e24be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### S-Prompts Average Score: 37.5. Result ID: 6a158baffbc373592c0e24bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LwF Average Score: 36.3. Result ID: 6a158baffbc373592c0e24b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iCaRL Average Score: 35.5. Result ID: 6a158baffbc373592c0e24b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LwF-VR Average Score: 29.6. Result ID: 6a158baffbc373592c0e24ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WiSE-FT Average Score: 26.7. Result ID: 6a158baffbc373592c0e24bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Continual-FT Average Score: 25.5. Result ID: 6a158baffbc373592c0e24b7. [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.