DeerWatch Computer Vision Project

Automatez

Updated 2 years ago

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Classes (29)
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_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_laying
doe_side_running
doe_side_standing
doe_side_walking
fawn_front_standing
fawn_rear_running
fawn_rear_standing
fawn_side_eating
fawn_side_running
fawn_side_standing
fawn_side_walking

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Description

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.

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Cite This Project

LICENSE
CC BY 4.0

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 = { 2023 },
                            month = { mar },
                            note = { visited on 2024-12-21 },
                            }
                        
                    

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