Labeling Data

10042023 PD Ecoli Blended

Object Detection

10042023 PD Ecoli Blended Image Dataset

v7

PD 10042023

Generated on Oct 5, 2023

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 87%
2501Images
Valid Set 9%
252Images
Test Set 4%
121Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 768x576
Filter Null: Require at least 90% of images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Rotation: Between -2° and +2°
Shear: ±2° Horizontal, ±2° Vertical
Blur: Up to 1.5px
Noise: Up to 1% of pixels