HASALTWORKING

working

Object Detection

working Image Dataset

v3

2023-05-28 11:33pm

Generated on May 28, 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 91%
14634Images
Valid Set 5%
810Images
Test Set 4%
609Images

Preprocessing

Auto-Orient: Applied
Static Crop: 25-75% Horizontal Region, 9-100% Vertical Region
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Contrast Stretching
Modify Classes: 0 remapped, 3 dropped

Augmentations

Outputs per training example: 2
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 2% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
Exposure: Between -3% and +3%
Mosaic: Applied
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
phone-laptop-wallet
8715 images
kys-bages-phone-laptop-wallet
3608 images
try
ipad-laptop-phone-
9097 images
CV
phone-key
4123 images