Vanya Diulger

MonumentAi

Object Detection

MonumentAi Image Dataset

v2

2024-04-10 11:45pm

Generated on Apr 10, 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.
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Dataset Split

Train Set 87%
1056Images
Valid Set 8%
102Images
Test Set 4%
50Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Rotation: Between -15° and +15°
Grayscale: Apply to 15% of images
Bounding Box: Rotation: Between -15° and +15°