hAIns

HH Detection in vitro

Object Detection

HH Detection in vitro Image Dataset

v8

PCTOC_V3

Generated on Feb 8, 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 96%
1750Images
Valid Set 3%
50Images
Test Set 1%
25Images

Preprocessing

Modify Classes: 0 remapped, 1 dropped

Augmentations

Outputs per training example: 10
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Rotation: Between -5° and +5°
Bounding Box: Brightness: Between -10% and +10%
Bounding Box: Exposure: Between -7% and +7%
Bounding Box: Blur: Up to 2px
Bounding Box: Noise: Up to 2% of pixels