senior design

sign model

Object Detection

sign model Image Dataset

v1

2023-02-01 11:39am

Generated on Feb 1, 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 81%
1194Images
Valid Set 12%
180Images
Test Set 6%
95Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 2
Bounding Box: Blur: Up to 1.5px
human
8593 images
qr
close-open-semi-open-QRCode-
1587 images