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Surgical Tools Detection

Object Detection

Surgical Tools Detection Image Dataset

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Versions
2023-05-12 12:32pm
v2
May 12, 2023
2023-04-27 7:52pm
v1
Apr 27, 2023
v2

2023-05-12 12:32pm

Generated on May 12, 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.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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1047 Total Images

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Dataset Split

Train Set 89%
933Images
Valid Set 8%
84Images
Test Set 3%
30Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
Blur: Up to 2.75px
Noise: Up to 3% of pixels
Bounding Box: Brightness: Between -20% and +20%