cheating detection

Cheating

Object Detection

Cheating Image Dataset

v5

2024-05-03 9:28pm

Generated on May 3, 2024

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 93%
1488Images
Valid Set 4%
60Images
Test Set 4%
59Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -45° and +45°
Grayscale: Apply to 22% of images
Saturation: Between -25% and +25%
Brightness: Between -15% and +15%
Noise: Up to 0.85% of pixels
face
5557 images
covered-kOIL
4241 images
dryrdh
5733 images
mobileviolation
3216 images
phone-person
3115 images