Uni

FYP_Fingerspelling

Object Detection

FYP_Fingerspelling Image Dataset

v2

2023-04-30 4:07pm

Generated on Apr 30, 2023

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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 88%
5250Images
Valid Set 8%
500Images
Test Set 4%
250Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
Rotation: Between -30° and +30°
Shear: ±20° Horizontal, ±20° Vertical
Hue: Between -25° and +25°
Saturation: Between -25% and +25%
Brightness: Between -30% and +30%
Exposure: Between -20% and +20%
Noise: Up to 5% of pixels