Daniel

UC

Object Detection

UC Image Dataset

v1

2023-09-17 7:27pm

Generated on Sep 17, 2023

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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.
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Dataset Split

Train Set 96%
681Images
Valid Set 4%
25Images
Test Set %
0Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 50% Maximum Zoom
Shear: ±20° Horizontal, ±20° Vertical
Brightness: Between -32% and +32%
Blur: Up to 1.5px
Cutout: 10 boxes with 10% size each
window empty filled
252 images
window empty filled
252 images
window, empty, filled
252 images
BH
houses
252 images