Dataset Versions
Versions
varat2
v2893
· 7 months ago
2024-04-25 4:06pm
v2891
· 7 months ago
pcb_components_withouttile_r3
v2890
· 7 months ago
pcb_components_withtile_skretch
v2887
· 7 months ago
pcb_components_withtile
v2886
· 7 months ago
pcb_components_withouttile
v2885
· 7 months ago
pcb_components_v4
v2884
· 7 months ago
pcb_components_v3
v2883
· 7 months ago
pcb_components_v2
v2882
· 7 months ago
pcb_components_v1
v2881
· 7 months ago
v2887
pcb_components_withtile_skretch
Generated on Apr 23, 2024
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YOLOv11
TXT annotations and YAML config used with YOLOv11.
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TXT annotations and YAML config used with YOLOv8.
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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.
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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.
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828 Total Images
View All Images
Dataset Split
Train Set 85%
702Images
Valid Set 7%
54Images
Test Set 9%
72Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 2048x2048
Tile: 3 rows x 3 columns
Modify Classes: 1880 remapped, 3062 dropped
Augmentations
Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±10° Horizontal, ±10° Vertical
Grayscale: Apply to 15% of images
Hue: Between -15° and +15°
Saturation: Between -25% and +25%
Brightness: Between -15% and +15%
Exposure: Between -10% and +10%
Blur: Up to 2.5px