PPE detection Image Dataset
v2
2022-12-10 9:35am
Generated on Dec 10, 2022
Popular Download Formats
YOLOv8
TXT annotations and YAML config used with YOLOv8.
YOLOv5
TXT annotations and YAML config used with YOLOv5.
YOLOv7
TXT annotations and YAML config used with YOLOv7.
MT-YOLOv6
MT-YOLOv6 TXT annotations used with meituan/YOLOv6.
COCO JSON
COCO JSON annotations are used with EfficientDet Pytorch and Detectron 2.
YOLO Darknet
Darknet TXT annotations used with YOLO Darknet (both v3 and v4) and YOLOv3 PyTorch.
Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
TFRecord
TFRecord binary format used for both Tensorflow 1.5 and Tensorflow 2.0 Object Detection models.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
Other Formats
Choose another format.
4663 Total Images
View All ImagesDataset Split
Train Set 87%
4080Images
Valid Set 8%
388Images
Test Set 4%
195Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 9 remapped, 0 dropped
Augmentations
Outputs per training example: 3
Crop: 0% Minimum Zoom, 51% Maximum Zoom
Rotation: Between -33° and +33°
Shear: ±33° Horizontal, ±29° Vertical
Grayscale: Apply to 100% of images
Brightness: Between -41% and +41%
Exposure: Between -49% and +49%
Blur: Up to 2.5px
Noise: Up to 25% of pixels
Cutout: 23 boxes with 10% size each
Mosaic: Applied
Bounding Box: Brightness: Between -63% and +63%
Bounding Box: Blur: Up to 5.75px
Bounding Box: Noise: Up to 15% of pixels
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