Universe Datasets

Hard Hat Universe

Object Detection


Hard Hat Universe Computer Vision Project

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The Hard Hat dataset is an object detection dataset of workers in workplace settings that require a hard hat. Annotations also include examples of just "person" and "head," for when an individual may be present without a hard hart.

Example Image: Example Image

Use Cases

One could use this dataset to, for example, build a classifier of workers that are abiding safety code within a workplace versus those that may not be. It is also a good general dataset for practice.

Using this Dataset

Use the fork button to copy this dataset to your own Roboflow account and export it with new preprocessing settings (perhaps resized for your model's desired format or converted to grayscale), or additional augmentations to make your model generalize better. This particular dataset would be very well suited for Roboflow's new advanced Bounding Box Only Augmentations.

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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:

                            title = { Hard Hat Universe Dataset },
                            type = { Open Source Dataset },
                            author = { Universe Datasets },
                            howpublished = { \url{ https://universe.roboflow.com/universe-datasets/hard-hat-universe-0dy7t } },
                            url = { https://universe.roboflow.com/universe-datasets/hard-hat-universe-0dy7t },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2023 },
                            month = { apr },
                            note = { visited on 2024-02-21 },

Connect Your Model With Program Logic

Find utilities and guides to help you start using the Hard Hat Universe project in your project.

Last Updated

a year ago

Project Type

Object Detection




head helmet hi-viz helmet hi-viz vest person random

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Public Domain