Belal Abulabn

NonTextElements

Object Detection

NonTextElements Image Dataset

v6

2024-03-13 11:25pm

Generated on Mar 13, 2024

Popular Download Formats

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%
1821Images
Valid Set 8%
172Images
Test Set 4%
85Images

Preprocessing

Static Crop: 0-100% Horizontal Region, 16-62% Vertical Region
Resize: Stretch to 2000x2000

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise
Exposure: Between -62% and +62%
Cutout: 10 boxes with 12% size each