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
v3
v3
Generated on Dec 30, 2020
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
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17573 Total Images
View All Images
Dataset Split
Train Set 90%
15807Images
Valid Set %
0Images
Test Set 10%
1766Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 600x600
Modify Classes: 0 remapped, 1 dropped
Augmentations
Outputs per training example: 3
Flip: Horizontal
Rotation: Between -5° and +5°
Hue: Between -90° and +90°
Brightness: Between -40% and +40%
Cutout: 4 boxes with 20% size each
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