# Object Detection on Watercolor2k (unseen target domain) Source: [Object Detection on Watercolor2k (unseen target domain)]() Collection index: [llms.txt]() Data updated: 2026-02-27T07:16:29.711Z Evaluation of Object Detection performance on the Watercolor2k dataset specifically targeting an unseen target domain evaluation setting, reporting 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) | Watercolor2k (unseen target domain) | | Metric | AP (Bicycle) | | 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 - [AP (Bicycle)](): Higher is better; unit: PERCENT. - [AP (Bird)](): Higher is better; unit: PERCENT. - [AP (Car)](): Higher is better; unit: PERCENT. - [AP (Cat)](): Higher is better; unit: PERCENT. - [AP (Dog)](): Higher is better; unit: PERCENT. - [AP (Person)](): Higher is better; unit: PERCENT. - [mAP](): Higher is better; unit: PERCENT. ## Recorded results | Method | AP (Bicycle) | Result date | Report paper | | --- | --- | --- | --- | | AT | 91.2 | Not recorded | 68fa6c891e209131cea34913 | | MT + Ldis | 84.3 | Not recorded | 68fa6c891e209131cea34913 | | MT + WS Aug. | 82.1 | Not recorded | 68fa6c891e209131cea34913 | | MT | 80.5 | Not recorded | 68fa6c891e209131cea34913 | | Oracle | 51.8 | Not recorded | 68fa6c891e209131cea34913 | ### AT AP (Bicycle): 91.2. Result ID: 69a144cc35dfcabb00e5e922. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-101","Source Domains":"PASCAL VOC (sup.) & Clipart1k (unsup.)"}. This record does not assert independent reproduction. ### MT + Ldis AP (Bicycle): 84.3. Result ID: 69a144cc35dfcabb00e5e924. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-101","Source Domains":"PASCAL VOC (sup.) & Clipart1k (unsup.)"}. This record does not assert independent reproduction. ### MT + WS Aug. AP (Bicycle): 82.1. Result ID: 69a144cc35dfcabb00e5e923. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-101","Source Domains":"PASCAL VOC (sup.) & Clipart1k (unsup.)"}. This record does not assert independent reproduction. ### MT AP (Bicycle): 80.5. Result ID: 69a144cc35dfcabb00e5e925. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-101","Source Domains":"PASCAL VOC (sup.) & Clipart1k (unsup.)"}. This record does not assert independent reproduction. ### Oracle AP (Bicycle): 51.8. Result ID: 69a144cc35dfcabb00e5e926. [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.