hard hat detection Image Dataset
Versions
removed_label_balanced_train_valid_test
v7
Apr 21, 2022
2022-04-21 7:26pm
v6
Apr 21, 2022
2022-04-21 7:21pm
v5
Apr 21, 2022
removed_label_train_test
v4
Apr 21, 2022
2022-04-21 4:02pm
v3
Apr 21, 2022
removed_label_train_valid_test
v2
Apr 21, 2022
hard hat detection with flip augmentation
v1
Mar 20, 2022
v7
removed_label_balanced_train_valid_test
Generated on Apr 21, 2022
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YOLOv8
TXT annotations and YAML config used with YOLOv8.
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TXT annotations and YAML config used with YOLOv5.
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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.
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11046 Total Images
View All Images
Dataset Split
Train Set 73%
8022Images
Valid Set 18%
2013Images
Test Set 9%
1011Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 416x416
Modify Classes: 0 remapped, 1 dropped
Augmentations
Outputs per training example: 2
Flip: Horizontal
Crop: 0% Minimum Zoom, 15% Maximum Zoom
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