Bolt_Detection_WPPE Dataset
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salah_format valid error
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salah-harusnya gausa pake resize- kena zoom in-
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Standard
v9
· 6 months ago
Increased 300
v8
· 9 months ago
increased data on WP Desk
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Mosaic- Increased Preprocessing Step
v6
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Increased Image- Webcam
v5
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Increase Counture
v4
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Fliped- GS-
v2
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Sheared- Grayscaled
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Generated on Jun 14, 2024
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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2757 Total Images
View All Images
Dataset Split
Train Set 70%
1932Images
Valid Set 20%
549Images
Test Set 10%
276Images
Preprocessing
Auto-Orient: Applied
Resize: Fill (with center crop) in 640x640
Auto-Adjust Contrast: Using Histogram Equalization
Filter Null: Require all images to contain annotations.
Augmentations
Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Shear: ±10° Horizontal, ±24° Vertical
Grayscale: Apply to 65% of images
Brightness: Between -25% and +25%
Mosaic: Applied
Bounding Box: Flip: Horizontal, Vertical