GagraduateKami

Weight Sorting

Object Detection

Weight Sorting Image Dataset

v2

2024-04-09 10:36pm

Generated on Apr 9, 2024

Popular Download Formats

Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
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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Dataset Split

Train Set 88%
5508Images
Valid Set 8%
484Images
Test Set 4%
276Images

Preprocessing

Auto-Orient: Applied
Static Crop: 25-75% Horizontal Region, 25-75% Vertical Region
Resize: Stretch to 640x640
Grayscale: Applied
Tile: 2 rows x 2 columns

Augmentations

Outputs per training example: 3
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Shear: ±10° Horizontal, ±10° Vertical
Grayscale: Apply to 15% of images
Exposure: Between -5% and +5%
Blur: Up to 1px
-size1-size2-size3-YbUM
1670 images
-size1-size2-size3
1374 images
BUP
polar-length-equatorial-length
101 images
Coconuts
1189 images