Gesture Based Virtual Mouse_1 Dataset

v8

2022-09-07 11:43pm

Generated on Sep 7, 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.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 87%
984Images
Valid Set 8%
93Images
Test Set 4%
48Images

Preprocessing

Resize: Fit within 640x640
Grayscale: Applied

Augmentations

Outputs per training example: 3
Rotation: Between -5° and +5°
Shear: ±10° Horizontal, ±10° Vertical
Brightness: Between -15% and +15%
Exposure: Between -8% and +8%
Blur: Up to 3px
Noise: Up to 5% of pixels

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