Ngee Ann

DBM_augmented_data

Object Detection

DBM_augmented_data Image Dataset

v5

2022-08-14 1:56pm

Generated on Aug 14, 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.
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Dataset Split

Train Set 70%
1212Images
Valid Set 20%
343Images
Test Set 10%
174Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 900x900

Augmentations

Outputs per training example: 1
Flip: Horizontal, Vertical
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -15° and +15°
Brightness: Between -25% and +25%
Exposure: Between -25% and +25%
Bounding Box: Blur: Up to 4px