Oocyte

Oocyte

Object Detection

Oocyte Image Dataset

v3

2023-08-31 10:06pm

Generated on Aug 31, 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.
Other Formats
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Dataset Split

Train Set 75%
1500Images
Valid Set 15%
300Images
Test Set 10%
200Images

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: Applied
Rotation: Between -7° and +7°
Saturation: Between -7% and +7%
Brightness: Between -8% and +8%
Exposure: Between -7% and +7%
Blur: Up to 0.75px