DAVID RINALDI

tid

Object Detection

tid Image Dataset

v3

2022-03-23 3:28am

Generated on Mar 22, 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 90%
309Images
Valid Set 6%
22Images
Test Set 4%
13Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±19° Vertical
Grayscale: Apply to 10% of images
Noise: Up to 1% of pixels