HACKATHON

bmw

Object Detection

bmw Image Dataset

v3

2022-12-17 2:20pm

Generated on Dec 17, 2022

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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%
732Images
Valid Set 8%
68Images
Test Set 4%
34Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Saturation: Between -50% and +50%
Bounding Box: Exposure: Between -50% and +50%
coc
Objects
1082 images
industry-objects
3890 images
COC
Objects
2500 images
Objects
2500 images
Objects
2500 images