akinorewek

Crochet Stitch Detect

Object Detection

Crochet Stitch Detect Image Dataset

v13

2024-06-18 6:19pm

Generated on Jun 18, 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.
Other Formats
Choose another format.

Dataset Split

Train Set 89%
171Images
Valid Set 8%
15Images
Test Set 3%
6Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Adaptive Equalization

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 24% Maximum Zoom
Rotation: Between -11° and +11°
Shear: ±14° Horizontal, ±14° Vertical
Grayscale: Apply to 10% of images
Hue: Between -21° and +21°
Saturation: Between -32% and +32%
Brightness: Between -25% and +25%
Exposure: Between -12% and +12%
Noise: Up to 1.84% of pixels