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Point - v10 2024-07-14 3:49am
==============================

This dataset was exported via roboflow.com on July 14, 2024 at 3:50 AM GMT

Roboflow is an end-to-end computer vision platform that helps you
* collaborate with your team on computer vision projects
* collect & organize images
* understand and search unstructured image data
* annotate, and create datasets
* export, train, and deploy computer vision models
* use active learning to improve your dataset over time

For state of the art Computer Vision training notebooks you can use with this dataset,
visit https://github.com/roboflow/notebooks

To find over 100k other datasets and pre-trained models, visit https://universe.roboflow.com

The dataset includes 1617 images.
Point are annotated in COCO format.

The following pre-processing was applied to each image:
* Auto-orientation of pixel data (with EXIF-orientation stripping)
* Resize to 640x640 (Stretch)
* Auto-contrast via histogram equalization

The following augmentation was applied to create 4 versions of each source image:
* Randomly crop between 0 and 30 percent of the image
* Random exposure adjustment of between -15 and +15 percent
* Random Gaussian blur of between 0 and 1 pixels