Bolt_Detection_WPPE Image Dataset
Versions
V8
v17
Jun 14, 2024
V6
v16
Jun 14, 2024
V5
v15
Jun 14, 2024
V4
v14
Jun 14, 2024
V3
v13
Jun 14, 2024
V2
v12
Jun 14, 2024
V7
v11
Jun 14, 2024
Standard
v9
Mar 31, 2024
Increased 300
v8
Dec 22, 2023
increased data on WP Desk
v7
Dec 20, 2023
Mosaic- Increased Preprocessing Step
v6
Dec 20, 2023
Increased Image- Webcam
v5
Dec 20, 2023
Increase Counture
v4
Dec 20, 2023
Fliped- GS-
v2
Dec 19, 2023
Sheared- Grayscaled
v1
Dec 19, 2023
v6
Mosaic- Increased Preprocessing Step
Generated on Dec 20, 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.
Other Formats
Choose another format.
2356 Total Images
View All Images
Dataset Split
Train Set 87%
2061Images
Valid Set 8%
196Images
Test Set 4%
99Images
Preprocessing
Auto-Orient: Applied
Resize: Fill (with center crop) in 640x640
Auto-Adjust Contrast: Using Histogram Equalization
Grayscale: Applied
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
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