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Object Detection

get Image Dataset

v1

2023-05-03 10:27pm

Generated on May 3, 2023

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 87%
3156Images
Valid Set 8%
301Images
Test Set 4%
150Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 3 remapped, 0 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Brightness: Between -25% and +25%
Blur: Up to 2.5px
Noise: Up to 5% of pixels
people-bed-couch-chairs
1014 images
people-bed-couch-chairs
1014 images
people-bed-couch-chairs
1014 images
person-bed-couch
536 images