Audrey Kim

Object dog poo health

Object Detection

Object dog poo health Image Dataset

v3

2021-10-07 10:54pm

Generated on Oct 8, 2021

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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 90%
126Images
Valid Set 6%
8Images
Test Set 4%
6Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Rotation: Between -32° and +32°
Grayscale: Apply to 73% of images
Saturation: Between -22% and +22%
Cutout: 3 boxes with 10% size each
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Crop: 0% Minimum Zoom, 35% Maximum Zoom
Bounding Box: Shear: ±15° Horizontal, ±23° Vertical
Bounding Box: Brightness: Between -24% and +24%