Puddles V1

off_track_on_track_puddles

Object Detection

off_track_on_track_puddles Image Dataset

v3

2023-12-25 4:40pm

Generated on Dec 25, 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 92%
6237Images
Valid Set 6%
440Images
Test Set 1%
98Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 2 remapped, 0 dropped

Augmentations

Outputs per training example: 3
Rotation: Between -25° and +25°
Shear: ±12° Horizontal, ±15° Vertical
Blur: Up to 2px
Noise: Up to 8% of pixels