CMSC477

Project 2

Object Detection

Project 2 Image Dataset

v2

2024-04-12 12:07pm

Generated on Apr 12, 2024

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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
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 88%
252Images
Valid Set 8%
24Images
Test Set 3%
9Images

Preprocessing

Auto-Orient: Applied

Augmentations

Outputs per training example: 3
Flip: Horizontal
Saturation: Between -25% and +25%
Exposure: Between -6% and +6%
Blur: Up to 1.5px