diff --git a/README.dataset.txt b/README.dataset.txt new file mode 100644 index 0000000000000000000000000000000000000000..b0e1bd6a9162cb23989facafd906edf261e83e9c --- /dev/null +++ b/README.dataset.txt @@ -0,0 +1,38 @@ +# Bike Helmet Detection > 2026-05-28 8:54am +https://universe.roboflow.com/vehicle-tracking-wxxxy/bike-helmet-detection-2vdjo-dki1r + +Provided by a Roboflow user +License: Public Domain + +## Background Information +This dataset was curated and annotated by [Syed Salman Reza](https://github.com/syed-reza98). A custom dataset composed of two classes (With Helmet, Without Helmet). Main objetive is to identify if a Biker wearing Helmet or not. + +The original custom dataset *(v1)* is composed of 1,371 images of people with and without bike helmets. + +The dataset is available under the Public License. + +![Example of an Annotated Image from the Dataset](https://i.imgur.com/XWrAEnS.jpeg) + +## Getting Started +You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model. + +## Dataset Versions +### Version 1 (v1) - 1,371 images +* Preprocessing: Auto-Orient and Resize (Stretch to 416x416) +* Augmentations: *Augmentations applied prior to import* - Bounding Box Blur (up to 10px) +* Training Metrics: Trained from the COCO Checkpoint in Public Models ("[transfer learning](https://blog.roboflow.com/a-primer-on-transfer-learning/)") on Roboflow + * mAP = 74.4%, precision = 54.0%, recall = 77.0% + +### Version 2 (v2) - 3,735 images +* Preprocessing: Auto-Orient and Resize (Stretch to 416x416) +* Augmentations: *Augmentations applied prior to import* - Bounding Box Blur. + * *New augmentations*: +Outputs per training example: 3 +Rotation: Between -30° and +30° +Shear: ±15° Horizontal, ±15° Vertical +Blur: Up to 1.5px +Mosaic: Applied +* Training Metrics: Trained from the COCO Checkpoint in Public Models ("[transfer learning](https://blog.roboflow.com/a-primer-on-transfer-learning/)") on Roboflow + * mAP = 91.5%, precision = 65.1%, recall = 92.8% + +Syed Salman Reza - [Github](https://github.com/syed-reza98) \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..9fdf86f2faf9288b3cda581602d94c77061d4599 --- /dev/null +++ b/README.md @@ -0,0 +1,23 @@ +--- +license: cc-by-4.0 +task_categories: +- object-detection +tags: +- computer-vision +- helmet-detection +- safety-equipment +- bike-helmet +- coco +--- + +# Bike Helmet Detection Dataset + +A computer vision dataset for bike helmet detection annotated in COCO format. + +- **Total Images**: 1376 +- **Splits**: + - `train/`: 1185 images and `_annotations.coco.json` + - `valid/`: 127 images and `_annotations.coco.json` + - `test/`: 64 images and `_annotations.coco.json` +- **Format**: COCO (images and json annotations in each split) +- **License**: CC BY 4.0 (Roboflow export) diff --git a/README.roboflow.txt b/README.roboflow.txt new file mode 100644 index 0000000000000000000000000000000000000000..892c1c018f3ebbb0b4fddbc0a121a4d355f89945 --- /dev/null +++ b/README.roboflow.txt @@ -0,0 +1,27 @@ + +Bike Helmet Detection - v1 2026-05-28 8:54am +============================== + +This dataset was exported via roboflow.com on May 28, 2026 at 3:29 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 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