DLProject

DL-Project

Object Detection

DL-Project Image Dataset

v3

2023-03-14 12:10am

Generated on Mar 13, 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.
Other Formats
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Dataset Split

Train Set 87%
2016Images
Valid Set 8%
181Images
Test Set 5%
117Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 1 remapped, 0 dropped

Augmentations

Outputs per training example: 3
Rotation: Between -15° and +15°
Shear: ±21° Horizontal, ±23° Vertical
Hue: Between -59° and +59°
Exposure: Between -54% and +54%
Blur: Up to 10px
Cutout: 4 boxes with 33% size each
Bounding Box: Flip: Horizontal
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise
Bounding Box: Brightness: Between -45% and +45%
Bounding Box: Noise: Up to 5% of pixels