# Object Detection on Clipart1k (unseen target domain) Source: [Object Detection on Clipart1k (unseen target domain)]() Collection index: [llms.txt]() Data updated: 2026-02-27T07:16:29.782Z Evaluation of Object Detection performance on the Clipart1k dataset, specifically focusing on results derived from an unseen target domain. Metrics include class-specific scores (bicycle, bird, car, cat, dog, person) and overall mAP. 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 | Object Detection | | Dataset (including any stated split) | Clipart1k (unseen target domain) | | Metric | Bicycle AP | | 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 - [Bicycle AP](): Higher is better; unit: PERCENT. - [Bird AP](): Higher is better; unit: PERCENT. - [Car AP](): Higher is better; unit: PERCENT. - [Cat AP](): Higher is better; unit: PERCENT. - [Dog AP](): Higher is better; unit: PERCENT. - [Person AP](): Higher is better; unit: PERCENT. - [mAP](): Higher is better; unit: PERCENT. ## Recorded results | Method | Bicycle AP | Result date | Report paper | | --- | --- | --- | --- | | AT | 78.6 | Not recorded | 68fa6c891e209131cea34913 | | MT + Ldis | 73.2 | Not recorded | 68fa6c891e209131cea34913 | | MT + WS Aug. | 68.2 | Not recorded | 68fa6c891e209131cea34913 | | MT | 64.8 | Not recorded | 68fa6c891e209131cea34913 | | Oracle | 47.6 | Not recorded | 68fa6c891e209131cea34913 | ### AT Bicycle AP: 78.6. Result ID: 69a144cc35dfcabb00e5e91d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-101","Source Domains":"PASCAL VOC (sup.) & Watercolor2k (unsup.)"}. This record does not assert independent reproduction. ### MT + Ldis Bicycle AP: 73.2. Result ID: 69a144cc35dfcabb00e5e91f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-101","Source Domains":"PASCAL VOC (sup.) & Watercolor2k (unsup.)"}. This record does not assert independent reproduction. ### MT + WS Aug. Bicycle AP: 68.2. Result ID: 69a144cc35dfcabb00e5e91e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-101","Source Domains":"PASCAL VOC (sup.) & Watercolor2k (unsup.)"}. This record does not assert independent reproduction. ### MT Bicycle AP: 64.8. Result ID: 69a144cc35dfcabb00e5e920. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-101","Source Domains":"PASCAL VOC (sup.) & Watercolor2k (unsup.)"}. This record does not assert independent reproduction. ### Oracle Bicycle AP: 47.6. Result ID: 69a144cc35dfcabb00e5e921. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-101","Note":"Fully supervised"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.