Paramecium

Paramecium

Object Detection

Paramecium Image Dataset

v12

Paramecium-4prime

Generated on Jun 1, 2022

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%
1008Images
Valid Set 8%
96Images
Test Set 4%
48Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 352x416
Grayscale: Applied
Tile: 4 rows x 4 columns
Modify Classes: 0 remapped, 1 dropped

Augmentations

Outputs per training example: 3
Rotation: Between -45° and +45°
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down