Hard Hat Workers Image Dataset
Versions
raw_HeadClassOnly
v14
Sep 30, 2022
augmented3x-HeadHelmetClasses-AccurateModel
v13
Sep 30, 2022
augmented3x-HeadHelmetClasses-FastModel
v12
Sep 30, 2022
augmented3x-AllClasses-FastModel
v11
Sep 30, 2022
raw_AllClasses
v10
Sep 30, 2022
raw_PersonClassOnly
v9
Sep 30, 2022
raw_HelmetClassOnly
v8
Sep 30, 2022
raw_HeadHelmetClasses
v5
Sep 30, 2022
v3
v3
Dec 30, 2020
raw_75-25_trainTestSplit
v2
Apr 26, 2020
resize-416x416-reflectEdges
v1
Apr 6, 2020
v12
augmented3x-HeadHelmetClasses-FastModel
Generated on Sep 30, 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.
16867 Total Images
View All Images
Dataset Split
Train Set 87%
14748Images
Valid Set 8%
1413Images
Test Set 4%
706Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 416x416
Modify Classes: 0 remapped, 1 dropped
Augmentations
Outputs per training example: 3
Flip: Horizontal
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -10° and +10°
Grayscale: Apply to 10% of images
Hue: Between -20° and +20°
Saturation: Between -25% and +25%
Brightness: Between -20% and +20%
Exposure: Between -20% and +20%
Blur: Up to 1px
Cutout: 6 boxes with 3% size each
Similar Projects
helmet
7035 images
Object
7035 images
Safety-Helmet
7035 images
hard-hat-helmet
7023 images
helmet
7035 images