ESP3201 Project

UWT

Object Detection

UWT Image Dataset

v6

2023-11-15 11:02pm

Generated on Nov 15, 2023

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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 87%
6744Images
Valid Set 8%
648Images
Test Set 4%
324Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Tile: 2 rows x 2 columns
Modify Classes: 4 remapped, 1 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal
Grayscale: Apply to 25% of images
Blur: Up to 2.5px
Noise: Up to 5% of pixels
Cutout: 3 boxes with 10% size each
Mosaic: Applied
uw
fauna-bio-can-plasticbags-containers
5012 images
uw
bio-can-plasticbags-containers
4102 images