testCom

tkd

Object Detection

tkd Image Dataset

v4

2023-09-11 9:14am

Generated on Sep 11, 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%
543Images
Valid Set 4%
25Images
Test Set 2%
10Images

Preprocessing

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

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Crop: 0% Minimum Zoom, 36% Maximum Zoom
Shear: ±15° Horizontal, ±15° Vertical
Hue: Between -25° and +25°
Brightness: Between -25% and +25%
Noise: Up to 5% of pixels
Cutout: 7 boxes with 6% size each
Mosaic: Applied