Workspace1

Office Items

Object Detection

Office Items Image Dataset

v25

2023-06-07 10:36am

Generated on Jun 7, 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 88%
6069Images
Valid Set 7%
460Images
Test Set 5%
366Images

Preprocessing

Auto-Orient: Applied
Resize: Fit (black edges) in 640x640
Modify Classes: 4 remapped, 1 dropped

Augmentations

Outputs per training example: 3
Shear: ±20° Horizontal, ±20° Vertical
Bounding Box: Rotation: Between -20° and +20°
Bounding Box: Shear: ±20° Horizontal, ±20° Vertical
Labeling-Stationary-Items
2000 images
Labeling-stationary
2001 images
stationary-items-detection
1504 images
item-detection
960 images