Ivan Slukin

Project ISUI

Object Detection

Project ISUI Image Dataset

v3

ISUI

Generated on Nov 24, 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 80%
13992Images
Valid Set 16%
2803Images
Test Set 4%
670Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 2
Flip: Horizontal
Crop: 0% Minimum Zoom, 27% Maximum Zoom
Saturation: Between -20% and +20%
Exposure: Between -25% and +25%
Bounding Box: Blur: Up to 2.5px
tractors-people-car-van
2422 images
farm-forest
453 images