# Object Detection on Cowpea Flower Synthetic Source: [Object Detection on Cowpea Flower Synthetic]() Collection index: [llms.txt]() Data updated: 2026-04-14T07:41:24.707Z Evaluation of Object Detection performance on the Cowpea Flower Synthetic dataset, reporting standard metrics like mAP@0.5 and relative gains. 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) | Cowpea Flower Synthetic | | Metric | mAP@0.5 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [mAP@0.5](): Higher is better; unit: SCALAR. - [mAP@0.5 Gain](): Higher is better; unit: SCALAR. ## Recorded results | Method | mAP@0.5 | Result date | Report paper | | --- | --- | --- | --- | | SAM3 | 0.649 | Not recorded | 69ddc9e67d0172140ec797f1 | | SAM3 | 0.635 | Not recorded | 69ddc9e67d0172140ec797f1 | | YOLO World | 0.498 | Not recorded | 69ddc9e67d0172140ec797f1 | | YOLO World | 0.433 | Not recorded | 69ddc9e67d0172140ec797f1 | | OWLv2 | 0.364 | Not recorded | 69ddc9e67d0172140ec797f1 | | Grounding DINO | 0.208 | Not recorded | 69ddc9e67d0172140ec797f1 | ### SAM3 mAP@0.5: 0.649. Result ID: 69ddef8947f34ce924c51383. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Best Prompt":"a single yellow cowpea flower w/ visible petals + (blossom)"}. This record does not assert independent reproduction. ### SAM3 mAP@0.5: 0.635. Result ID: 69ddef8947f34ce924c51382. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Best Prompt":"a single yellow cowpea flower w/ visible petals"}. This record does not assert independent reproduction. ### YOLO World mAP@0.5: 0.498. Result ID: 69ddef8947f34ce924c51381. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Best Prompt":"a single yellow cowpea flower w/ open petals, not bud, calyx, leaf + (bouquet)"}. This record does not assert independent reproduction. ### YOLO World mAP@0.5: 0.433. Result ID: 69ddef8947f34ce924c51380. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Best Prompt":"a single yellow cowpea flower w/ open petals, not bud, calyx, leaf"}. This record does not assert independent reproduction. ### OWLv2 mAP@0.5: 0.364. Result ID: 69ddef8947f34ce924c51384. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Best Prompt":"a single yellow pea flower with open petals, not a bud"}. This record does not assert independent reproduction. ### Grounding DINO mAP@0.5: 0.208. Result ID: 69ddef8947f34ce924c51385. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Best Prompt":"small flower"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.