DeerWatch Computer Vision Project

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Project Overview
Creating a model to detect deer when driving down the road

Classes
There are 3 categories used to create the class for each photo. Example: buck_front_standing

  1. Deer type - buck, doe, fawn; help model in case it improves results to distinguish between having antlers or not, having spots or not, etc
  2. View of deer - front, rear, side; not only to help the model identify a deer that looks different from different angles (2 legs from the front) but also in case long term there is usefulness in identifying that a deer is running towards the road or away from it
  3. Activity - standing, walking, running, eating; again, both to help the model but also for "threat" assessment as you drive and need to understand the current state of the deer

Status/Timeline
Initial images loaded (c. 60) to experiment with. Hope to have a larger dataset by 2023

Contribution and Labeling Guidelines
Any and all are welcome! We especially need deer in settings around roads.

Cite this Project

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

@misc{ deerwatch_dataset,
    title = { DeerWatch Dataset },
    type = { Open Source Dataset },
    author = { Automatez },
    howpublished = { \url{ https://universe.roboflow.com/automatez/deerwatch } },
    url = { https://universe.roboflow.com/automatez/deerwatch },
    journal = { Roboflow Universe },
    publisher = { Roboflow },
    year = { 2022 },
    month = { dec },
    note = { visited on 2022-12-02 },
}

Source

Automatez

Last Updated

Just Now

Project Type

Object Detection

Subject

deer

Classes

0, Deer, buck_front_eating, buck_front_standing, buck_front_walking, buck_rear_eating, buck_rear_running, buck_rear_standing, buck_side_eating, buck_side_running, buck_side_standing, buck_side_walking, doe, doe_front_eating, doe_front_running, doe_front_standing, doe_rear_eating, doe_rear_standing, doe_rear_walking, doe_side_eating, doe_side_jumping, doe_side_running, doe_side_standing, doe_side_walking, fawn_front_standing, fawn_rear_standing, fawn_side_eating, fawn_side_running, fawn_side_standing, fawn_side_walking

License

CC BY 4.0