Image Processing Daphnia

Daphnia Segmentation + Length

Object Detection

Daphnia Segmentation + Length Image Dataset

v1

2024-04-30 1:55pm

Generated on Apr 30, 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 90%
228Images
Valid Set 6%
15Images
Test Set 4%
10Images

Preprocessing

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

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise
Rotation: Between -12° and +12°
Shear: ±10° Horizontal, ±10° Vertical
Saturation: Between -24% and +24%
Blur: Up to 2.5px