Shri Guru Gobind Singhji Institute of Engineering and Technology Vishnupuri Nanded

cards_2

Object Detection

cards_2 Image Dataset

v6

2023-05-10 4:25am

Generated on May 10, 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 92%
2445Images
Valid Set 4%
99Images
Test Set 4%
108Images

Preprocessing

Auto-Orient: Applied
Resize: Fit (black edges) in 480x480
Grayscale: Applied
Modify Classes: 0 remapped, 0 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -15° and +15°
Noise: Up to 3% of pixels
Bounding Box: Rotation: Between -15° and +15°