GraribaITServices

VolumeDetection

Object Detection

VolumeDetection Image Dataset

v9

1280_for_V5_2023-08-12 9-33pm

Generated on Aug 12, 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 94%
783Images
Valid Set 5%
39Images
Test Set 2%
14Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Resize: Stretch to 1280x1280
Auto-Adjust Contrast: Using Adaptive Equalization

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
Saturation: Between -10% and +10%
Brightness: Between -38% and +38%
Bounding Box: Shear: ±10° Horizontal, ±10° Vertical
Bounding Box: Blur: Up to 2.5px
Bounding Box: Noise: Up to 2% of pixels