Greduation Project

polyp detection

Object Detection

polyp detection Image Dataset

v8

2024-05-02 2:25pm

Generated on May 2, 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 89%
6526Images
Valid Set 6%
421Images
Test Set 6%
413Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 1800x1000
Tile: 2 rows x 2 columns
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 2
90° Rotate: Clockwise, Counter-Clockwise
Shear: ±10° Horizontal, ±10° Vertical
Exposure: Between -10% and +10%