Hard Hat Universe Image Dataset
Versions
no_nulls_plain
v26
Jun 28, 2022
2022-06-06 12:40pm
v25
Jun 6, 2022
2022-06-06 10:47am
v24
Jun 6, 2022
original-images_all-classes
v23
May 27, 2022
Head_Helmet-classes_original-images
v22
May 27, 2022
HELMET-class_original-images
v21
May 27, 2022
HEAD-class_original-images
v20
May 27, 2022
Head_Helmet-classes_FAST-model
v17
May 27, 2022
bad split test
v8
Mar 15, 2022
fast v2 - A-B test
v7
Feb 3, 2022
new splits
v6
Dec 8, 2021
raw export datasets
v5
Nov 20, 2021
v3 - person dropped
v3
Aug 24, 2021
v1 - split
v2
Aug 23, 2021
v1
v1
Aug 23, 2021
v6
new splits
Generated on Dec 8, 2021
Popular Download Formats
YOLOv9
TXT annotations and YAML config used with YOLOv9.
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.
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.
PaliGemma
PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
Other Formats
Choose another format.
7035 Total Images
View All Images
Dataset Split
Train Set 57%
3993Images
Valid Set 22%
1537Images
Test Set 21%
1505Images
Preprocessing
No preprocessing steps were applied.
Augmentations
Outputs per training example: 1
Noise: Up to 3% of pixels
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