Dataset Versions
Versions
Gray - Cut Out
v15
· 2 years ago
Gray - M
v14
· 2 years ago
Gray - Image
v13
· 2 years ago
2023-04-15 6:36pm
v12
· 2 years ago
BbOX
v11
· 2 years ago
Augmented_Vest
v10
· 2 years ago
Original_Vest
v9
· 2 years ago
Original_Helmet
v7
· 2 years ago
Augmented_Helmet
v6
· 2 years ago
Augmented_All
v5
· 2 years ago
Original_All
v4
· 2 years ago
2023-04-15 11:50am
v1
· 2 years ago
v5
Augmented_All
Generated on Apr 15, 2023
Popular Download Formats
YOLOv11
TXT annotations and YAML config used with YOLOv11.
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
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2112 Total Images
View All Images
Dataset Split
Train Set 92%
1941Images
Valid Set 8%
171Images
Test Set %
0Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 9 remapped, 5 dropped
Augmentations
Outputs per training example: 3
Grayscale: Apply to 25% of images
Cutout: 3 boxes with 10% size each
Mosaic: Applied
Bounding Box: Exposure: Between -30% and +30%
Bounding Box: Noise: Up to 5% of pixels