ghufran

human detect

Object Detection

human detect Image Dataset

v3

2023-10-30 9:10am

Generated on Oct 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 87%
2676Images
Valid Set 9%
276Images
Test Set 4%
128Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Static Crop: 8-96% Horizontal Region, 13-75% Vertical Region
Resize: Stretch to 640x640
Grayscale: Applied
Tile: 2 rows x 2 columns

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Blur: Up to 2.5px
Noise: Up to 5% of pixels
Mosaic: Applied
Bounding Box: Flip: Horizontal
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Blur: Up to 2.5px