Dataset Versions

v6

3Scene_digital_extended

Generated on Oct 31, 2021

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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 80%
1266Images
Valid Set 15%
237Images
Test Set 5%
74Images

Preprocessing

Resize: Stretch to 640x480

Augmentations

Outputs per training example: 3
Brightness: Between -30% and +30%
Exposure: Between -10% and +10%
Blur: Up to 2.5px
Noise: Up to 6% of pixels
Cutout: 7 boxes with 5% size each