Thesis

Thesis

Object Detection

Thesis Image Dataset

v4

2024-04-16 3:34pm

Generated on Apr 16, 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.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 92%
3330Images
Valid Set 4%
145Images
Test Set 4%
144Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±10° Horizontal, ±10° Vertical
Saturation: Between -25% and +25%
Brightness: Between -15% and +15%
TA
Cancer-nodes-oU1n-njk9
1399 images
TA
TA
Cancer-nodes
1399 images
TA
Cancer-nodes-llc5
1399 images