Maryland Ivy Hazard Detection Computer Vision Project

Sara

Updated 7 months ago

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Classes (3)
Eastern-Poison-Ivy
English-Ivy
Virginia-Creeper

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Description

Hiking in Maryland can be an enjoyable experience, but there could be potential hazards in the environment that could make it the opposite of enjoyable. Encountering poison ivy can be the most common natural hazard individuals can encounter when being outdoors in Maryland, leading to itchy rashes. There can be confusion in distinguishing ivies that are similar to the most common poison ivy in Maryland, which is the Eastern Posion Ivy (Toxicodendron radicans). My object detection model identifies the Eastern Posion Ivy (Toxicodendron radicans), and two other common harmless ivy species in Maryland that can look very similar to Eastern Poison Ivy, English Ivy (Hedera helix) and the Virginia Creeper (Parthenocissus quinquefolia). The model assists users to mitigate the risks of encountering poison ivy and identify what ivies are in the user's surroundings. The images used for the model were from iNaturalist and the Maryland Biodiversity Project website, where those two sites have such a large image dataset of various taxa and geographic locations in Maryland.

This model was created for a class assignment in AI and Natural History at St. Mary’s College of Maryland.

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LICENSE
CC BY 4.0

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

                        @misc{
                            maryland-ivy-hazard-detection_dataset,
                            title = { Maryland Ivy Hazard Detection Dataset },
                            type = { Open Source Dataset },
                            author = { Sara },
                            howpublished = { \url{ https://universe.roboflow.com/sara-bbx4y/maryland-ivy-hazard-detection } },
                            url = { https://universe.roboflow.com/sara-bbx4y/maryland-ivy-hazard-detection },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2024 },
                            month = { apr },
                            note = { visited on 2024-11-23 },
                            }