extra_learning

extra_learning/README.dataset.txt

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+# Helmet Detection_YOLOv8 > With and Without Helmet Dataset
+https://universe.roboflow.com/learning-evidence/helmet-detection_yolov8
+
+Provided by a Roboflow user
+License: CC BY 4.0
+

extra_learning/README.roboflow.txt

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+
+Helmet Detection_YOLOv8 - v3 With and Without Helmet Dataset
+==============================
+
+This dataset was exported via roboflow.com on December 10, 2023 at 6:05 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 4169 images.
+Helmet are annotated in YOLOv8 format.
+
+The following pre-processing was applied to each image:
+* Auto-orientation of pixel data (with EXIF-orientation stripping)
+* Resize to 640x640 (Stretch)
+
+The following augmentation was applied to create 3 versions of each source image:
+* 50% probability of horizontal flip
+* Randomly crop between 0 and 20 percent of the image
+* Random brigthness adjustment of between -25 and +25 percent
+* Random Gaussian blur of between 0 and 2.5 pixels
+
+

extra_learning/data.yaml

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+names:
+- With Helmet
+- Without Helmet
+nc: 2
+roboflow:
+  license: CC BY 4.0
+  project: helmet-detection_yolov8
+  url: https://universe.roboflow.com/learning-evidence/helmet-detection_yolov8/dataset/3
+  version: 3
+  workspace: learning-evidence
+test: ../test/images
+train: ../train/images
+val: ../valid/images