JATS

Object det

Object Detection

Object det Image Dataset

v3

2023-10-16 4:33pm

Generated on Oct 16, 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 60%
2133Images
Valid Set 37%
1327Images
Test Set 3%
101Images

Preprocessing

Auto-Orient: Applied
Static Crop: 8-78% Horizontal Region, 0-64% Vertical Region
Resize: Stretch to 242x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Crop: 0% Minimum Zoom, 13% Maximum Zoom
Grayscale: Apply to 100% of images
Hue: Between -180° and +180°
Blur: Up to 2.75px
Cutout: 8 boxes with 11% size each
Mosaic: Applied
Bounding Box: Flip: Horizontal
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise
Bounding Box: Crop: 0% Minimum Zoom, 20% Maximum Zoom
Bounding Box: Brightness: Between -99% and +99%
Bounding Box: Noise: Up to 25% of pixels
humans
2703 images
OD
People-Things
5834 images
OD
People-Things
5834 images
human-xeZt
1629 images