YE RONGYANG HCI

addition

Object Detection

addition Image Dataset

v2

2022-12-24 2:17pm

Generated on Dec 24, 2022

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 93%
5976Images
Valid Set 6%
406Images
Test Set 1%
52Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 3 remapped, 1 dropped

Augmentations

Outputs per training example: 3
Rotation: Between -15° and +15°
Hue: Between -21° and +21°
Saturation: Between -35% and +35%
Brightness: Between -27% and +27%
Blur: Up to 6.75px
Noise: Up to 10% of pixels
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