# Object Detection on In-House Dataset #1 Source: [Object Detection on In-House Dataset #1]() Collection index: [llms.txt]() Data updated: 2026-03-16T09:16:04.939Z Evaluation of Object Detection performance on the proprietary In-House Dataset #1. 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) | In-House Dataset #1 | | Metric | mAP (0.5:0.95) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 (0.5:0.95)](): Higher is better; unit: PERCENT. - [mAR (IoU=1.0)](): Higher is better; unit: PERCENT. - [F1 Score (0.5:0.95)](): Higher is better; unit: PERCENT. - [Precision (0.5:0.95)](): Higher is better; unit: PERCENT. - [Recall (0.5:0.95)](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAP (0.5:0.95) | Result date | Report paper | | --- | --- | --- | --- | | MOD | 10 | Not recorded | 69b78e670636e5bf4afbdaa3 | | RexOmni | 6 | Not recorded | 69b78e670636e5bf4afbdaa3 | | RexOmni | 4 | Not recorded | 69b78e670636e5bf4afbdaa3 | | GroundingDINO | 4 | Not recorded | 69b78e670636e5bf4afbdaa3 | | YoloWorld | 2 | Not recorded | 69b78e670636e5bf4afbdaa3 | | GroundingDINO | 0 | Not recorded | 69b78e670636e5bf4afbdaa3 | | YoloWorld | 0 | Not recorded | 69b78e670636e5bf4afbdaa3 | ### MOD mAP (0.5:0.95): 10. Result ID: 69b7ca3a47f34ce9249fb055. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"-"}. This record does not assert independent reproduction. ### RexOmni mAP (0.5:0.95): 6. Result ID: 69b7ca3a47f34ce9249fb04f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prompt":"GPT-Prompt"}. This record does not assert independent reproduction. ### RexOmni mAP (0.5:0.95): 4. Result ID: 69b7ca3a47f34ce9249fb050. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prompt":"Human-Prompt"}. This record does not assert independent reproduction. ### GroundingDINO mAP (0.5:0.95): 4. Result ID: 69b7ca3a47f34ce9249fb052. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prompt":"Human-Prompt"}. This record does not assert independent reproduction. ### YoloWorld mAP (0.5:0.95): 2. Result ID: 69b7ca3a47f34ce9249fb054. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"Human-Prompt"}. This record does not assert independent reproduction. ### GroundingDINO mAP (0.5:0.95): 0. Result ID: 69b7ca3a47f34ce9249fb051. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prompt":"GPT-Prompt"}. This record does not assert independent reproduction. ### YoloWorld mAP (0.5:0.95): 0. Result ID: 69b7ca3a47f34ce9249fb053. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"GPT-Prompt"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.