gas-meter-analyzer Dataset
v4
2023-03-21 9:30pm
Generated on Mar 21, 2023
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.
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129 Total Images
View All Images
Dataset Split
Train Set 84%
108Images
Valid Set 12%
16Images
Test Set 4%
5Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 608x608
Augmentations
Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Shear: ±45° Horizontal, ±23° Vertical
Grayscale: Apply to 50% of images
Cutout: 10 boxes with 5% size each
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Shear: ±10° Horizontal, ±24° Vertical
Bounding Box: Noise: Up to 15% of pixels
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