Dataset Versions

v4

marine-litter-4x4

Generated on Dec 23, 2021

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 93%
3013Images
Valid Set 2%
80Images
Test Set 4%
143Images

Preprocessing

Auto-Orient: Applied
Tile: 4 rows x 4 columns
Modify Classes: 8 remapped, 0 dropped
Filter Null: Require at least 93% of images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Horizontal
90° Rotate: Upside Down
Mosaic: Applied