Norton Wolf School of Aviation Aerospace Technology

GoodRoads Mobile

Object Detection

GoodRoads Mobile Image Dataset

v25

2023-09-01 2:09am

Generated on Sep 1, 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%
4134Images
Valid Set 8%
386Images
Test Set 4%
186Images

Preprocessing

Modify Classes: 2 remapped, 0 dropped
Filter by Tag: 0 required, 13 dropped

Augmentations

Outputs per training example: 3
Saturation: Between -15% and +15%
Brightness: Between -25% and +25%
Exposure: Between -5% and +5%
Blur: Up to 6.75px
Noise: Up to 25% of pixels
my-objects
2758 images
my-objects
5772 images
pedestrian
299 images
traffic-lights-SkXi-traffic-lights-5QP7-dIZX
386 images
traffic-lights-5QP7
393 images