Image Processing Assignment

Merged with Extra

Object Detection

Merged with Extra Image Dataset

v3

2022-10-03 1:44am

Generated on Oct 2, 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 92%
3027Images
Valid Set 4%
125Images
Test Set 4%
131Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -37° and +37°
Brightness: Between -20% and +20%
Blur: Up to 2px