Upload Dataset

Traffic Object Detection Dataset/README.dataset.txt

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+# Traffic-Object-Detection > 2025-01-17 9:24pm
+https://universe.roboflow.com/aitc2025/traffic-object-detection-qhu0u
+
+Provided by a Roboflow user
+License: undefined
+

Traffic Object Detection Dataset/README.roboflow.txt

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+
+Traffic-Object-Detection - v4 2025-01-17 9:24pm
+==============================
+
+This dataset was exported via roboflow.com on February 23, 2025 at 7:00 PM 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 2460 images.
+Cars-8u5W 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)
+
+The following augmentation was applied to create 10 versions of each source image:
+* 50% probability of horizontal flip
+* 50% probability of vertical flip
+* Equal probability of one of the following 90-degree rotations: none, clockwise, counter-clockwise, upside-down
+* Randomly crop between 0 and 40 percent of the image
+* Random rotation of between -15 and +15 degrees
+* Random shear of between -10° to +10° horizontally and -10° to +10° vertically
+* Random brigthness adjustment of between -15 and +15 percent
+* Random exposure adjustment of between -10 and +10 percent
+* Random Gaussian blur of between 0 and 2.5 pixels
+* Salt and pepper noise was applied to 0.1 percent of pixels
+
+The following transformations were applied to the bounding boxes of each image:
+* 50% probability of horizontal flip
+* Equal probability of one of the following 90-degree rotations: none, clockwise, counter-clockwise
+* Randomly crop between 0 and 20 percent of the bounding box
+* Random rotation of between -15 and +15 degrees
+* Random shear of between -10° to +10° horizontally and -10° to +10° vertically
+* Random brigthness adjustment of between -15 and +15 percent
+* Random exposure adjustment of between -10 and +10 percent
+* Random Gaussian blur of between 0 and 2.5 pixels
+* Salt and pepper noise was applied to 0.1 percent of pixels
+
+

Traffic Object Detection Dataset/test/_annotations.coco.json

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