Bike Helmet Detection Computer Vision Project

Background Information

This dataset was curated and annotated by Syed Salman Reza. 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.

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") 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") on Roboflow
  • mAP = 91.5%, precision = 65.1%, recall = 92.8%

Syed Salman Reza - Github

                        @misc{
                            bike-helmet-detection-2vdjo-hcibs_dataset,
                            title = { Bike Helmet Detection Dataset },
                            type = { Open Source Dataset },
                            author = { JyostnaJ },
                            howpublished = { \url{ https://universe.roboflow.com/jyostnaj/bike-helmet-detection-2vdjo-hcibs } },
                            url = { https://universe.roboflow.com/jyostnaj/bike-helmet-detection-2vdjo-hcibs },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2024 },
                            month = { oct },
                            note = { visited on 2024-11-23 },
                            }