Cnn

learning rate

Object Detection

learning rate Image Dataset

v9

2024-03-27 7:14pm

Generated on Mar 27, 2024

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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.
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Dataset Split

Train Set 95%
915Images
Valid Set 4%
34Images
Test Set 2%
18Images

Preprocessing

Auto-Orient: Applied
Static Crop: 25-75% Horizontal Region, 25-75% Vertical Region
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
Brightness: Between -20% and +20%
Exposure: Between -15% and +15%
Bounding Box: Brightness: Between -20% and +20%
Bounding Box: Exposure: Between -20% and +20%