ExDark

Enhanced Dark

Object Detection

Enhanced Dark Image Dataset

v4

Ilmi Aug

Generated on Aug 21, 2022

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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%
3000Images
Valid Set 6%
200Images
Test Set 6%
200Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416
Modify Classes: 7 remapped, 0 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Hue: Between -25° and +25°
Saturation: Between -25% and +25%
Brightness: Between -25% and +25%
Mosaic: Applied
indoor-object
1511 images
indoor-object
1400 images
chair-bike
2993 images