traffic-detection / README.roboflow.txt
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GTSDB - German Traffic Sign Detection Benchmark - v3 augmented-Roboflow-ACCURATE-model
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This dataset was exported via roboflow.com on January 11, 2023 at 11:45 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 1311 images.
Signs 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 416x416 (Stretch)
The following augmentation was applied to create 3 versions of each source image:
* Randomly crop between 0 and 10 percent of the image
* Random rotation of between -10 and +10 degrees
* Random brigthness adjustment of between -15 and +15 percent
* Random exposure adjustment of between -15 and +15 percent
* Random Gaussian blur of between 0 and 0.75 pixels