project

project3

Object Detection

project3 Image Dataset

v2

2024-04-30 11:58pm

Generated on Apr 30, 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 88%
180Images
Valid Set 12%
24Images
Test Set %
0Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Contrast Stretching
Tile: 1 rows x 1 columns

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 29% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±10° Horizontal, ±10° Vertical
Saturation: Between -25% and +25%
Exposure: Between -10% and +10%
Noise: Up to 0.1% of pixels
Vehicle
208 images
car
cars-ambulance
1237 images
new
vehicle-ambulance
280 images
cars-ambulance-ZRy1
658 images
car-ambulance
1941 images