School

Suspecious activities

Object Detection

Suspecious activities Image Dataset

v6

2023-09-02 9:29pm

Generated on Sep 2, 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 88%
6850Images
Valid Set 10%
772Images
Test Set 2%
133Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Adaptive Equalization

Augmentations

Outputs per training example: 2
Flip: Horizontal, Vertical
Rotation: Between -45° and +45°
Blur: Up to 2.5px
Noise: Up to 5% of pixels
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Noise: Up to 5% of pixels
Person-Fire-Weapon
9537 images
Person-weapon-fire
9474 images
Person-weapon-fire-Person
9414 images
Person-weapon-fire
9413 images
FPA
-fire-person
2217 images