Nomis

Detection_nomis

Object Detection

Detection_nomis Image Dataset

v18

2023-04-03 1:17pm

Generated on Apr 3, 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 93%
780Images
Valid Set 5%
39Images
Test Set 2%
20Images

Preprocessing

Resize: Fit within 640x640

Augmentations

Outputs per training example: 3
Crop: 40% Minimum Zoom, 75% Maximum Zoom
Shear: ±33° Horizontal, ±22° Vertical
Hue: Between -25° and +25°
Saturation: Between -50% and +50%
Mosaic: Applied
Bounding Box: Exposure: Between -22% and +22%
Bounding Box: Blur: Up to 4.5px