Salvador Lpez Barajas

BlueROV2

Object Detection

BlueROV2 Image Dataset

v1

2023-06-08 9:19am

Generated on Jun 8, 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 86%
675Images
Valid Set 10%
80Images
Test Set 4%
30Images

Preprocessing

Auto-Orient: Applied
Auto-Adjust Contrast: Using Contrast Stretching

Augmentations

Outputs per training example: 3
Brightness: Between -40% and +40%
Exposure: Between -33% and +33%
Blur: Up to 3.25px
Noise: Up to 10% of pixels