cctv_non_compliance_detector Dataset
v2
positive_classes_unchanged
Generated on Jun 5, 2023
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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.
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1405 Total Images
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Dataset Split
Train Set 84%
1178Images
Valid Set 10%
146Images
Test Set 6%
81Images
Preprocessing
Auto-Orient: Applied
Resize: Fit (reflect edges) in 1280x720
Auto-Adjust Contrast: Using Adaptive Equalization
Modify Classes: 3 remapped, 4 dropped
Augmentations
Outputs per training example: 2
Flip: Horizontal
Shear: ±15° Horizontal, ±15° Vertical