# Image Classification on Caltech101 MDCII Order-II Source: [Image Classification on Caltech101 MDCII Order-II]() Collection index: [llms.txt]() Data updated: 2026-05-26T12:01:57.524Z Evaluation of Image Classification performance on the Caltech101 MDCII Order-II 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) | Caltech101 MDCII Order-II | | 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 Layer Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Transfer Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CLIP | 95.1 | Not recorded | 6a15294bdbd7150506f7e1d8 | | CLIP | 88.4 | Not recorded | 6a15294bdbd7150506f7e1d8 | | CMAP | 53.7 | Not recorded | 6a15294bdbd7150506f7e1d8 | | ZSCL | 45.3 | Not recorded | 6a15294bdbd7150506f7e1d8 | | IAP | 43.8 | Not recorded | 6a15294bdbd7150506f7e1d8 | | MoE-Adapter | 43.7 | Not recorded | 6a15294bdbd7150506f7e1d8 | | DIKI | 42.1 | Not recorded | 6a15294bdbd7150506f7e1d8 | | WISE-FT | 35.5 | Not recorded | 6a15294bdbd7150506f7e1d8 | | LwF | 34.5 | Not recorded | 6a15294bdbd7150506f7e1d8 | | LwF-VR | 34.4 | Not recorded | 6a15294bdbd7150506f7e1d8 | | S-Prompts | 31.4 | Not recorded | 6a15294bdbd7150506f7e1d8 | | iCaRL | 31.2 | Not recorded | 6a15294bdbd7150506f7e1d8 | | Continual-FT | 30.5 | Not recorded | 6a15294bdbd7150506f7e1d8 | | DualPrompt | 29.9 | Not recorded | 6a15294bdbd7150506f7e1d8 | | L2P | 27.4 | Not recorded | 6a15294bdbd7150506f7e1d8 | ### CLIP Transfer Accuracy: 95.1. Result ID: 6a158baffbc373592c0e246d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Mode":"Full Fine-tune"}. This record does not assert independent reproduction. ### CLIP Transfer Accuracy: 88.4. Result ID: 6a158baffbc373592c0e246c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Mode":"Zero-shot"}. This record does not assert independent reproduction. ### CMAP Transfer Accuracy: 53.7. Result ID: 6a158baffbc373592c0e247a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ZSCL Transfer Accuracy: 45.3. Result ID: 6a158baffbc373592c0e2473. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IAP Transfer Accuracy: 43.8. Result ID: 6a158baffbc373592c0e2479. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MoE-Adapter Transfer Accuracy: 43.7. Result ID: 6a158baffbc373592c0e2477. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DIKI Transfer Accuracy: 42.1. Result ID: 6a158baffbc373592c0e2478. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WISE-FT Transfer Accuracy: 35.5. Result ID: 6a158baffbc373592c0e2472. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LwF Transfer Accuracy: 34.5. Result ID: 6a158baffbc373592c0e246f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LwF-VR Transfer Accuracy: 34.4. Result ID: 6a158baffbc373592c0e2471. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### S-Prompts Transfer Accuracy: 31.4. Result ID: 6a158baffbc373592c0e2476. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iCaRL Transfer Accuracy: 31.2. Result ID: 6a158baffbc373592c0e2470. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Continual-FT Transfer Accuracy: 30.5. Result ID: 6a158baffbc373592c0e246e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualPrompt Transfer Accuracy: 29.9. Result ID: 6a158baffbc373592c0e2475. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### L2P Transfer Accuracy: 27.4. Result ID: 6a158baffbc373592c0e2474. [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.