Ivan Slukin

Project ISUI

Object Detection

Project ISUI Image Dataset

v5

2023-12-01 5:51pm

Generated on Dec 1, 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 82%
14682Images
Valid Set 14%
2410Images
Test Set 4%
718Images

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