Emergent Object Object Detection Dataset and Pre-Trained Model by HKU UAS

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Explore Dataset

Here are a few use cases for this project:

Retail Store Analytics: The "Emergent Object" model can be used in observing consumer behavior in retail environments by distinguishing between a human shopper and manikins. This could help glean insights into shopping patterns, time spent near certain displays, or it can be used to enhance security measures.
Virtual Reality: This model could be particularly useful in VR simulations. By being able to distinguish between human players and simulated characters (manikins), it can create a more immersive and interactive experience.
Film and Television Production: The model could be used in the production phase to differentiate between actors and manikins or props, helping in tracking shots, scene comprehension, and subsequent CGI implementation.
Advanced Driver Assistance Systems: The model can be used in vehicular technologies to identify pedestrians crossing the street. This can enhance the accuracy of driver assistance systems and contribute to safer driving.
Manikin-Based Training: In medical or emergency training scenarios where manikins are used to mimic real-life situations, the model can differentiate between learners/participants and manikins, helping in the evaluation of the training session.

Trained Model API

This project has a trained model available that you can try in your browser and use to get predictions via our Hosted Inference API and other deployment methods.

Cite This Project

If you use this dataset in a research paper, please cite it using the following BibTeX:

@misc{
                            emergent-object_dataset,
                            title = { Emergent Object Dataset },
                            type = { Open Source Dataset },
                            author = { HKU UAS },
                            howpublished = { \url{ https://universe.roboflow.com/hku-uas/emergent-object } },
                            url = { https://universe.roboflow.com/hku-uas/emergent-object },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2023 },
                            month = { apr },
                            note = { visited on 2024-05-05 },
                            }