# Image Classification on Office-Home Open (test) Source: [Image Classification on Office-Home Open (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:08.916Z Evaluation of Image Classification performance on the test split of the Office-Home Open dataset variant, reporting accuracy across the four constituent domains (Art, Clipart, Product, Real) and the overall mean accuracy. 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) | Office-Home Open (test) | | Metric | Accuracy (Art) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 (Art)](): Higher is better; unit: PERCENT. - [Accuracy (Clipart)](): Higher is better; unit: PERCENT. - [Accuracy (Product)](): Higher is better; unit: PERCENT. - [Accuracy (Real)](): Higher is better; unit: PERCENT. - [Mean Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Art) | Result date | Report paper | | --- | --- | --- | --- | | Any-shift Prompting | 83.4 | Not recorded | 68fa72351e209131cea54ecc | | CoCoOp | 80.93 | Not recorded | 68fa72351e209131cea54ecc | | CoOp | 80.5 | Not recorded | 68fa72351e209131cea54ecc | | CLIP-D | 80.47 | Not recorded | 68fa72351e209131cea54ecc | | CLIP | 79.32 | Not recorded | 68fa72351e209131cea54ecc | ### Any-shift Prompting Accuracy (Art): 83.4. Result ID: 6992247b3a6c3148490ce157. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"author-provided code":true}. This record does not assert independent reproduction. ### CoCoOp Accuracy (Art): 80.93. Result ID: 6992247b3a6c3148490ce156. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"author-provided code":true}. This record does not assert independent reproduction. ### CoOp Accuracy (Art): 80.5. Result ID: 6992247b3a6c3148490ce155. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"author-provided code":true}. This record does not assert independent reproduction. ### CLIP-D Accuracy (Art): 80.47. Result ID: 6992247b3a6c3148490ce154. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"author-provided code":true}. This record does not assert independent reproduction. ### CLIP Accuracy (Art): 79.32. Result ID: 6992247b3a6c3148490ce153. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"author-provided code":true,"zero-shot":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.