FPCCloud5

Traffic

Object Detection

Traffic Image Dataset

v1

2023-10-18 12:23pm

Generated on Oct 18, 2023

Popular Download Formats

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%
20463Images
Valid Set 8%
1898Images
Test Set 4%
960Images

Preprocessing

Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
Crop: 0% Minimum Zoom, 10% Maximum Zoom
Rotation: Between -10° and +10°
Shear: ±15° Horizontal, ±15° Vertical
Grayscale: Apply to 15% of images
Hue: Between -25° and +25°
Saturation: Between -25% and +25%
Brightness: Between -25% and +25%
Exposure: Between -8% and +8%
Blur: Up to 0.5px
Noise: Up to 2% of pixels
CV
vehicles
800 images
-cars-or-trucks-
7498 images
4-WHEELS
2051 images
VC
FYP
vehicles
1714 images