# Image Classification on Cars MDCII Order-I Source: [Image Classification on Cars MDCII Order-I]() Collection index: [llms.txt]() Data updated: 2026-05-26T12:01:57.960Z Evaluation of Image Classification performance on the Cars MDCII Order-I subset, reporting transferability metrics (Transfer, Average, Last). 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) | Cars MDCII Order-I | | Metric | Transfer 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 - [Transfer Score](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. - [Last Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Transfer Score | Result date | Report paper | | --- | --- | --- | --- | | CMAP | 70.4 | Not recorded | 6a15294bdbd7150506f7e1d8 | | IAP | 66.2 | Not recorded | 6a15294bdbd7150506f7e1d8 | | MoE-Adapter | 64.5 | Not recorded | 6a15294bdbd7150506f7e1d8 | | DIKI | 64 | Not recorded | 6a15294bdbd7150506f7e1d8 | | ZSCL | 60.1 | Not recorded | 6a15294bdbd7150506f7e1d8 | | S-Prompts | 56.7 | Not recorded | 6a15294bdbd7150506f7e1d8 | | L2P | 55.3 | Not recorded | 6a15294bdbd7150506f7e1d8 | | DualPrompt | 49.5 | Not recorded | 6a15294bdbd7150506f7e1d8 | | LwF-VR | 36.3 | Not recorded | 6a15294bdbd7150506f7e1d8 | | iCaRL | 31.9 | Not recorded | 6a15294bdbd7150506f7e1d8 | | LwF | 30.3 | Not recorded | 6a15294bdbd7150506f7e1d8 | | WiSE-FT | 26.8 | Not recorded | 6a15294bdbd7150506f7e1d8 | | Continual-FT | 20.5 | Not recorded | 6a15294bdbd7150506f7e1d8 | ### CMAP Transfer Score: 70.4. Result ID: 6a158baffbc373592c0e2538. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IAP Transfer Score: 66.2. Result ID: 6a158baffbc373592c0e2537. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MoE-Adapter Transfer Score: 64.5. Result ID: 6a158baffbc373592c0e2535. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DIKI Transfer Score: 64. Result ID: 6a158baffbc373592c0e2536. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZSCL Transfer Score: 60.1. Result ID: 6a158baffbc373592c0e2531. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### S-Prompts Transfer Score: 56.7. Result ID: 6a158baffbc373592c0e2534. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### L2P Transfer Score: 55.3. Result ID: 6a158baffbc373592c0e2532. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualPrompt Transfer Score: 49.5. Result ID: 6a158baffbc373592c0e2533. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LwF-VR Transfer Score: 36.3. Result ID: 6a158baffbc373592c0e252f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iCaRL Transfer Score: 31.9. Result ID: 6a158baffbc373592c0e252e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LwF Transfer Score: 30.3. Result ID: 6a158baffbc373592c0e252d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WiSE-FT Transfer Score: 26.8. Result ID: 6a158baffbc373592c0e2530. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Continual-FT Transfer Score: 20.5. Result ID: 6a158baffbc373592c0e252c. [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.