Alten Innovation Lab

3DScenes

Object Detection

3DScenes Image Dataset

v1

trial1 with cutout

Generated on Apr 26, 2022

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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
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Dataset Split

Train Set 95%
852Images
Valid Set 3%
30Images
Test Set 1%
12Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 520x520

Augmentations

Outputs per training example: 6
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Hue: Between -25° and +25°
Cutout: 15 boxes with 10% size each
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical